{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "import matplotlib as mpl\n",
    "\n",
    "mpl.rcParams['figure.figsize'] = (20, 3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Index(['timestamp', 'value', 'label', 'KPI ID'], dtype='object')\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'02e99bd4f6cfb33f',\n",
       " '046ec29ddf80d62e',\n",
       " '07927a9a18fa19ae',\n",
       " '09513ae3e75778a3',\n",
       " '18fbb1d5a5dc099d',\n",
       " '1c35dbf57f55f5e4',\n",
       " '40e25005ff8992bd',\n",
       " '54e8a140f6237526',\n",
       " '71595dd7171f4540',\n",
       " '769894baefea4e9e',\n",
       " '76f4550c43334374',\n",
       " '7c189dd36f048a6c',\n",
       " '88cf3a776ba00e7c',\n",
       " '8a20c229e9860d0c',\n",
       " '8bef9af9a922e0b3',\n",
       " '8c892e5525f3e491',\n",
       " '9bd90500bfd11edb',\n",
       " '9ee5879409dccef9',\n",
       " 'a40b1df87e3f1c87',\n",
       " 'a5bf5d65261d859a',\n",
       " 'affb01ca2b4f0b45',\n",
       " 'b3b2e6d1a791d63a',\n",
       " 'c58bfcbacb2822d1',\n",
       " 'cff6d3c01e6a6bfa',\n",
       " 'da403e4e3f87c9e0',\n",
       " 'e0770391decc44ce'}"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_df = pd.read_csv('data/train.csv', engine='c')\n",
    "print(train_df.columns)\n",
    "set(train_df['KPI ID'].values)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1440x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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xYPQBtK/W3l2uOxWGYRATGoNUNbfehQnlIzNAKv/G/Stqc+LBCXSu3tmh8VMKUjBk3RCcTjoNAKgRVgN/j/gbrau0trOdeXymXXBEZ9Jhx60dyNPlIcQ3xGZf3zp9cePtG1h+YTkS8xPxZO0nMbThUJd39SLtojT75Gx0rdEVANAoshFMLPc1WCOkRuHrs0ln8SDvAaedxqBBVED56F7YMLKhqI014FceuJR6Cfvj99tt15l0mLp3KlYNW1UKXlEoFAqFQqFQKDTjxy2M2z4O+fr8QlFjjVGDLE0WPtzzIe8x/9z6B9MPT7cRxtUYNei8rDNMZhNYlsWeO3vwwsYXMGLDCGy9sRX5unzOjAVPQWfU4VLqJUGbmxk3S3SO5PxkvLfrPXRY0gEf/PsBUgr4M2W8BbF/AwMG6ep0h8Y2s2Y0md8EsUmxYB/9F58Tj3ZL2nEK0ibnc2u6mFkzb7ZQTGgMvuj+BRYNXIRnGz/r8qAPAOJyqzztY0Hxf27/w2tnndCzLIvnNj5nJ1hthWEYzjbvZZG7WeKZTeUp02XQ2kG8+3bH7XajJxQKhUKhUCgUii0048fFaI1anEs+Z7edBYudt3fyHvfO7nc4t5tYE+bFzkNcdhyWnV8GlUEFANh0fRNYloVcJkfX6l2xYugKVA+t7px/hJPI1+fzTpitxGXFoUFkA4fGP598Hu2WtCsstTiVeAq/xf6Gs+PPolmlZg6N6QmkqoQ7ArFg0bFaR4fG/uvKX8jSZNltN7EmfLLvEywbssxmu0LOfcswmo2ICvScTBfSUso3nnij8PWOWzt47awi1nez7woG4vwV/sjV5qJaSDVCT7kxs2YcuX8EyQXJ6FCtA2qG1SzReK7g0P1DojZmWAKCJGVh3kxiXiIS8vhLVTM1ZNcjhUKhUCgUCoXiCmjGj4uRMTLeYAdXVyArSXn8Yr7bbm7DknNLCoM+gGWiyIKF0WzEofhD6LS0k8eJzEb4RYgKvVYKrOTw+IPWDbLR1wAAg9mAIeu9u6MOSStoR3Vl/r3DX0Z2LOGY3Ta+a1YpVyJd5VjWkSsgLRsc2mho4WuhgE6nmE4AHn2fBbS25Izc4cCllYTcBNT7Xz0MWjcI47ePR6N5jTB++3iPEz9vWrEpkZ0nZyE6i4RcYX0yFiwK9AVu8oZCoVAoFAqFQrGFBn5cjMbAX/bBJQ5rRSlT8u5jGAZ6I39Qxwwz0lXp2H5zO5mTbuJwwmHBfzMAOxFjM2vG3ey7SFOlCR5nNpuRmJ/Iue9ezj1pjnoYZ5POitosPrvYobEbRzXm3celP9WgAndQQyFTeFTGDynX0q4VvraWYnIxtMFQAEDNsJqCmXRKuRJyRl4in4b/NRz3c+4jX5+PfH0+tEYt1l5ei1UXPUsjRihDqihhfmGudcQDCPIJErXxpMAohUKhUCgUCqV8QQM/HorQ6r5CphDNaNCb9TideNrZbpWI/ffshU+LU1QYd3fcblSbVQ3NFjRD9dnV0euPXvwBIMZZXnoeKqNK1CbYJ9ihsSe2mwg5uAMV3/X6zm7b1z2/hr/C32ZbgDIAE9tOhJ/CzyEfSpMfj/8IAPj60NeCZYhv7LSUhDEMgw0jNkDGcN86tUYtbmY6rlOVkJuAK2lX7ESmVQYVfov9zeFxXcGy88vEjQC7LLyyyPEHx0VtSlr+R6FQKBQKhUKhOAoN/LgYoa42jEC0Qmiy/zDnIdG5c3Q5RHbuItRXXOfDWg5xPf06hv85HMkFyVAb1NCZdDiacBR9V/XlLLXhm4iXF5pUbOLQcUq5EuEB4fbbZUpEBkTabY8KiIJCprC5drvEdMGM3jMcOn9pk6nORI42Bz8c/UHQ7k72ncLrrlmlZrxlTizYEolXqw1q3oyhfH2+w+O6ArEsPMByjwv2dSwoaSUuKw4f7f0IL/39ElZeXAmdkT8zq7T46ehPojZKOX8WJ4VCoVAoFAqF4krK92zZDWhNWt59LFjOIIaYMO2t7Fui52XACJbxlAZGk/jKv1UE9X+x/7MrvTGYDYjLisP5lPOcxyoY7gm3UNmcp3Mx5SKRXa0w+7IsEv67+x9yNDl22w1mg135mMlsQq+VvexEug/EHyBun+4OkvL59bGK061GN0unOWHNcTsG1ePu4OQr90Wd8DrSBitC/Qr1YTBz6yi1jm7t8LiugERzSFbCn5idt3aixcIW+PXkr1h7ZS3e2vkW2v7e1uP0cu7lenc5KYVCoVAoFAqlbEMDPyUkU52JafunodXCVui/pj/23tlrs18oy4UBA4axz/oR63zFNzEszvBGw4ns3MWNjBuiNta2x3ez79qVuwCAXCbHwzzujKcqwVU4twtlXXk6RxKOENkV1xhJLUjF2zvfRsysGIT9EIZuy7vhaMJRu+POJ5+HkeUOyB2+f9jm/YF7B5CtybazM5gN+ObwN0R+uppr6dfQ8LeGxPYmkwkR/hGCAVobe7MJ7/zzDr47al8GB1jal2uNZGNxkaZK4xWPFhMQdjckpX2kIttcGM1GvLLlFagN6sJ7nsqgQlxWHObFzrOzT1el440db6DizxURMzsGXx/82qOyg4REwSkUCoVCoVAoFFdCAz8lIFOdiRYLW2Dm8Zm4kHoBu+N2Y+ifQ/HryV+JjucL8EQGRApqtgQrxUsnWLAeJ7Z7J/uOqM26y+sAAL1r9bbTkgEAvVGPJ6Kf4DyWLyBUYCjAzXTHdVeKcjf7Lrbd3IaraVedMp4YpLo5l1IvFb5ed2UdYmbFYP6Z+XiY/xC5ulwcSTiCp1Y/hUPxti24M1QZvGNeT79u8/500mnea/ZK2hUiP13NxH8mSiqJupV1C0fj7QNixVHKlGAYBj8d/wlLzy/ltWPBYlfcLuLzFyddlc77N09Xe5Y4MGmXsWXnbLWAzKwZxxKOYfP1zYId6y6nXubsIqcxarD+6nqbbWqDGm1/b4vl55cjXZ2Oh3kP8eOxH93W0U8sWA8AD3IfuMETCoVCoVAoFArFHhr4KQFzTs1BhjrDpiRJbVDjs/2fFZYiiE3Wik7Yi1IxsCLndgYM/JX2ARFOPGyB2VchnnljzbwY98Q4O60UBgxeavYSqoZU5TxWqGPYD8eENVzEMJgMeG7Dc2gyvwle3vwy2i1phx4reiBf51rdFb726cWxlmVlqDMwdstYGFj749QGNabsnWKzjSurykqmNtNmcs/V5ctKmG8YkZ+uhjRDyorBbMCxB/Zt64tTN6IuAGD2idnQGPk79QGAn9xxket6FepxblfIFOhTq4/D4zobk9kEtZGsTfu7u98tfH0v+x7qzq2Lfmv6YczWMaj5a018tu8zzmwYH7kPb0lX8Qy3tZfXIkOdYZMNqTFqcCThCM4nc5eGuhtPy9iiUCgUCoVCoZQfaOCnBOy6vYuzBbTaoMaF5AsAgBCfEMExVl2yb9GsN+kRnxPPac+AQaqaf5W8KGITVHeTp80jsjOzZmy6tskuc4MFiy03t3AeYzKLdDkz6YnOzceMIzOw49YOaI1a5OnyoDaocfLhSbz9z9slGlcM0kyay2mXAQDbb24XbCd+Nd02U6l3nd6C4x5LeBwU6Ve3H69mS3xOvOjfwB1wZYkJ8WSdJ9EqupWonfV7nKHmz5CyEu5vL5ZNip/CD2NbjrXbHqAIwCddP3F4XGfDd3/iQmVQgWUtemYD1w3E/dz7KNAXIE+XB61Jizmn5mDbzW12x62+uJo3k+bpuk/bvD/+4DhUBm5B/HPJ54h9dSXlobsZhUKhUCgUCsUzoYGfEhAdFM27z5phIqbHw5UdcD75PG8mhlBWS3GS8shFbt0Bl4gwF0fuH8HkPZM592VqMjnb1MtlcoT48gfZ3mn3DtG5+Vh4dqFdIE1n0uGvq38RZ+U4wp47e4jsrBNkE2sSLMGpFFDJ5n3/uv0Fx/328LeFr8P8wniztgoMBfjr6l9EvrqS11u9Lsk+3C8cAxsMFLULUAYAEC/pYcCUqMTyTtYdO1FtAMjT5+FckmcEMADHuujdyLiB+Jx4u+tTZVDhf7H/s7Ofc3IO71jFNX4aVGjAWSInY2SCmWrOgLTkTSF3vNsbhUKhUCgUCoVSEmjgpwTwtXQGgH9u/wMAuJ15W3CMMS3H2G37/dzvJfLLyuS93MGT0oI0AylXl4tcXS7v/i03tnBu/63/bzZtxq20rNwSHWI6EJ2bD76SE6PZSCy27czzFsea5TOw/kBBoWIja7QpqxErVcvR5hS+TsxLFPwbOuu6LQk1w2tKst95cyeqh1YXtSPVWmLB8pZpkrDgzALev9/zG58vceaas+DKdOSjTZU2YBgG1zOu84otF73OrGjM/NdackGyzfuxrcZyBmBCfELQo2YPYl8dYU8cWXC2pB3OziWfw6hNo9B5aWd8ceALouwzCoVCoVAoFAoFoIGfEnEq8RTvPmtmgFAWCgBsur7Jbtv+u/tL5tgj/rvzn1PGcRZ6M9mktU/tPvCR+fDu5yvNebnFy1g7fC0i/SMBWLp5vd/hfZwbX7JMiT+v/AmdgXvC2qBCg8JsEFdA2qZdLrMEfjLVmYJ2SflJNpo2229tF7R/rslzha8vpFwQtPWEFts/HJWm5XTkwRGcfHhS1E5KZzgp7eSLczODX4Rca9LiTNIZh8d2JtWCqxHb7hi5A7naXIzfPp4zk9FX7osRjUfYbRcq2/OR294f4nPiObOQsrXZUOm5S8Ccxbor64jsYkJiHD7Hpuub0HV5V6y7sg7HHx7HT8d+QpP5TZCcnyx+MIVCoVAoFAql3EMDPyXgVAJ/4McKn+6ElWn7p9m1yOZa/XYEvjbdpQWpNlGAMgBBvkG8+2uE1uDczrIsbmbehMaoQYAyAHKZHAHKAKKOO3wcf3Acr257lVMsGbCUP7kStZ5MQNeaTbD28lpBOxNrwo2MG4XvxXRHxrZ4rDcj9jl2rd618PWdrDvot7ofFN8oEPBdAF7f9jrydGQaTyWheCaIGBqjhmjyHOBjCe5F+EeI2m65vkWSD0VpWbml4P40VZrDYzuT+9n3iW3nn5mPVZdW8WaL6U161ImoY7f96TpPc1hbeKXFK4WvzawZ80/P58yGUsgUJeqyRoJYcN8Knyi9GCazCW/seANqg7owq0ln0iFbk43vjnzn0JgUCoVCoVAolPIFDfyUAJVZfCVZYxAub9Kb9dh/zzbDR8E4RwuiJAEPZyOl+5WZNSNLk8W7f+XFlZzb556ai5+O/QSVQQW1QQ21QY3ZJ2fj52M/S/bXyk/HfhL8G55MPMlbvuIM+FrUF0dltFyLKy6sELUtmi1Rwb+CoG1E4ONAB1fnpaJYRYmzNdlov6Q99t7dCxNrgsaowepLq/HkyidFxygJfB3yhKgYUJEz6FCczTc2AxD/DADgk/2fCF6/QrzdTlgsPNQ31KFxnc2ay2uIbX8+/jMupl6E2sAdxGTB4oWNL9gEJAFg1x3+gI01ALf95nZUnVUVqy+t5iz1MrNml2pwAeAsL+XC0Wytu9l3Oe9BBrOhsKSYQqFQKBQKhUIRggZ+XMiF5AtErddnnZhl897RlWFPRizzqSjX0q8JBq2MJu4slR+O/WA3uVQb1Pj5uOOBn3s59wR9MbNml3brMRqljZ1UIF5mpDVaNGT0Jj1GbRrFayeDzGYyXS1EuLzHWra44sIKqPVqm2N1Jh2upF0RLI8sKVyi32KkqdLw3q73RO00Rg3MrBm5Wn7tqaJ8d9ixTIwAZQBv4FcpU6JF5RYOjetsFDLy4LTGqEGrSq0EA9pG1ogfj/1Y+H7ZuWWC7eK33dqG88nnMfLvkUgpSOEVw9catehXtx+xr46w9OxSIjspukhFCfML473HkGSgUSgUCoVCoVAoNPBTAsRWeu/n3MfZpLOi45xJfrwSbGbNklolO8rFlIv4bN9nmLZ/mkOZEpKRkOghli2xL34fZ+ZFuiqd0z5Tk8nZUUxn1GHNpTX44N8PsOjMIs5SpB41eoj6yzBkK/6OoJQrnT6mtRvd4fuHebMwAEsHuYSchML3YkLlG65tAACcTToLjck+Q0Fr1OJ6+nVHXCaiY0xHycfk6fJwMlFc48dKqB9Zxs3hhMOSfQGA5eeXFwp1F+f11q97zESf9HOwUq9CPdHS02vp1wAAKr0Kr28X7s5mMpsw68SswiAmHzJG5tISQ5ZloTaTlWM6qoEVFRiFbjW62ekaBSoDMbmjZwn4UygUCoVCoVA8Exr4KQFCAsQA0K5aOyw5u0TSmD8f/xk5+pwSeCXOFwe+QKdlnfDDsR/ww9Ef0GFJB5u23a5AihZOmG8YogOjefffzrqNdr+3swkQGUwGwTKcJ1fblhmlq9LRaF4jjNs+DrNPzsbEfyYiZnYMbmXesjnu3fbvivorJEJbUjL0ZJ17rEFIks5Bqy6uAmApQzRDuBX1lptbAFiygz767yNBW2u2EV+GlBlmfHXwK0llf1KoGVpT8jFVgqsQ25rMJuI25o4K+S6/sBw6s31miI/cBz1r9nRoTFfAJUrPR4hPCLbd3CZq17d2XwDA72d/Fy1TbVOlDeKy40RbqStlSrtSWmciJeh7OfWyw+dZN3wdnqj8BHzlvghQBMBH7oN327+LkU1HOjwmhUKhUCgUCqX8QAM/JUAs4yfIJwhpanExVrP58eTll2O/lNivomy4usHm/bX0a5h5fGahUKhVg+W7I9+JZnSUBJISJCsNIhvgyTpPCtqcST6DQesGFb7fcWuHoP2F5As4m/w4++rjfR/jXs69QsFZI2tEni4PPVfYTq7PJQt3BOPLznA31okySYcxq9htoDJQ1Naqu7Lh6gY8zBXWG8rR5sBoNgpOhhPyEtByYUvR8zrCtbRrko+R0mLbxJqQpyHLHpnwxATJvtzOvI0raVc49+lNesHsLHdjzc4hoW6FuribfVfQRilT4oOOHwCwlHGJMbThUPSo0UO025rBbEC4fzixr65EKXM8e09v0iNHl2Pp3sdYfntSVakepeNGoVAoFAqFQvFcaOCnBGjNwmUGff7ogzs5d0THKVoCkaEhy/Ag5f1/37d5v/XGVhjM9mKnZtZMtCrvKIl5icS2PnIfognNueRzhe2vr6ZfFcxeMbJGmzKjv67+xWmXVJCE4w+OF77/7dRvgj4wDOOWblWkcHU2Ko41gOCn8BO1tQpXb7mxBSZw66gUxcya0TCyoV1ZSlHu5tx1SclXiipF8jHXs8j90Bq0MIBMKDghL0HcqBhrL68VzGDhu2bdTaY6E1q98L2vKFfTroraGMyGwrbrJO3Xn673NCZ1mIRAH+HgpcFswNP1+LuDuZNMTabDxz6/8XnczrxdKFqvM+mw/sp6LDknLaOUQqFQKBQKhVI+oYEfByHp7hObHCt9XIKAh5QsheKtqpVyJafvZrNZkmCrVNIKyNtQH7l/BHla8WCKzqgr7Hq18/ZOUft8/eMSI62Bf+I679S8wtfHHx7ntQMsGT9ik093Ilb6AqAwQPbTsZ9Eba1ZQSTlWe2rtoeP3AevtnpVNBPqdJJ0IWYxGlRo4PQxi7L47GJi2wspFySPrzVqBb//e+/uJQqKuJI8XR5aL24NLcgDPwzDoHFUY1G7MVvHAADaV2svapuYl4hKQZXwdlvhLmgAWTDUHUi5bxclTZWG2MRYO40ktUGN32KFA9MUCoVCoVAoFApAAz8Oc+T+EaeOJyUwIgW5zHYC3rBCQ84OOEbWiA7VOrjEBwD448IfxLZ/X/sbJx6eELVjwRYGq84nnRe1LyqMy9cFCAB2xu0sDI6JCdKOajbKpQEzqZAEfqxBmV23+dtlW+kU0wkAbESe+XjjiTcAWPScxMogu9XoJjqeVL474lgnLVL+u/sfsW3Tik0ljz+04VDB/SazCYvOLpI8rjNZdn4ZMlTSshINJgOea/KcqJ01WDa6xWhRW2sQ7l7OPVFbsTJQd3EvW9xXLgr0BXb3cStFg9kUCoVCoVAoFAofRIEfhmHCGIbZyDDMDYZhrjMM05FhmAiGYfYyDHP70f97hpCCm1hwZoFTxyPRtbDiA2FR6aIULeeZcXgGBq8fzGu78MxC4nGlkqPNIbatU6EOkTaSHI8nQ3qz+Kp+j5o9Cl8LZVao9CqceHgCBpN4WU+7qu1EbdxJoEI8+6h5peYAAD0r/plZBbTv5YpPWiftngTAkkkk1IrbR+6DmmE1RceTirODscW5lkGua+OIELNYposZZmy8tlHyuM5k7929gn9bLkysCc9vfF5UDD8yIBKARbxdjP339kOlVxEFdcQ6f5UEksxPK7vv7nboHLXCaiHcz/7n1Ufug2caPuPQmBQKhUKhUCiU8gVpxs8cALtZlm0IoAWA6wA+BrCPZdl6APY9el9uOJ8snmEiBT5RVy6qh1cntrUKm667vA6fHfhMMOCRlE8uwCyV2+nkwtGvtnyVyM4MM9pUaQO9SU9UIlc5qDIAiIrkmmFGbGIs/o37V3TMHbddl03gyN+DJOPnleavAAB8ZcLCuAAw9+RcAGTlMjm6HOiNelEtGoPJYNORzVm4utV5rjaX2LaokLgUAhTC4txSuuO5gpqhNR0SNE8tSBUNzlpL9W5niN8r7ufex6Kzi1CgE2+R7spuaFK6euXqyK+f4udYMXQFApQBhZ+9r9wXlYMq47Ounzk0JoVCoVAoFAqlfCEa+GEYJhRANwBLAYBlWT3LsjkAhgCw1u/8AWCoa1z0TJzdYWd3HPlqsJR22G2i2wAA3v5HXAtDigCzVFJ05MK7f179k8iOBYssTRam7JkiatuvTr/C1zOPzxS0lTEyxITEINQvVHRcR9t2k7Dm4hrJx6hM4howRxIsmTFBPkGitnE5cZLOrzFqRLsXMQyDuCxp45JQI7SG08csijUjhYSTD0/abVPpVZh/ej6G/TkM7//7PmcXPbFyy5J0hnIGE9tNFBTu5oMkS2j3nd0wmU04myQeNMvV5mLjtY2ipZgAcD7FuUF6R5GSHVScykGVoZQpwbCWQJPJbEKN0BpE32EKhUKhUCgUCoUk46cWgHQAyxmGOc8wzBKGYQIBVGJZ1qocnAKgEtfBDMOMZxjmDMMwZ9LT053jtQcgJA7sCFmaLOLuUMnqZHGjR1xMvQgAyNZmi9pezRDvvuMOrC3ESW1Juh1NaPO4vbaYTorRbETn6p3RqnIr0XHHPzFe3EkHWXp+qSR70lInq35Spla8y5A1k8pf4S9qq2AUCPULRfca3QXtzKwZUQFRdtu1Ri3+vPInZp2YheMPjkueKBftxuYKnm30LLFt8eBItiYbzRc2x5S9U7D5xmbMi52Hlota2gR8c7W5OJN0RnBca9CutGgU1QgbRmxwydgGkwEP8h5g9x3xILiJNRF1pQMs4sjOQmPQYObxmWi1sBXa/94ey84vIz7WGrRxhGF/DkOuLhdGWAJdRtaI4w+OY+6puQ6PSaFQKBQKhUIpP5Co0ioAtAbwDsuypxiGmYNiZV0sy7IMw3DO0liWXQxgMQC0adPG8SVPDyNd69wgVoR/BNZfWe/UMQHgQd4Dp058HEHq+RNyyVthh/mFQWsSD8KN2jwKqR+mIkAZICqk7SPzwT+3/+HU1ShO3Yi6xL5K5UHuA0n2m29sJrJzpMzK2glMiNdbvQ4AyFCLi/8mFySjVnitwvc3Mm6g2/Ju0Bq10Jl0UMqU6BzTGdtf3E6cYSIlIOoIUgKSxSf5Px37CYl5idCZdAAsbcYNZgPGbBmDpMlJkDEyrLm8RjSDJU+XB6PZWKqC4gPqD3DJuCxYRPhHQGfWEdn6ysVLFQHnCYkbzUZ0X9EdV9KuQGPUAACu7iIPlpvALygvRHxOPO5k3bEfjzXh15O/Ykpn8YxHb+F25m1ojVo0jmrMK2hNecyFlAuYdWIW7mTfQc+aPfFu+3dRMbBiabtFoVAoFArFAyHJ+HkI4CHLsqcevd8ISyAolWGYaAB49P+lG11wIwV6cV0JqdQJr4P7OfedPi5rZnEx5aLTx5VC0/nSOhyZzOQTpGxtNrrEdBG105v0hZo9Qh29rOfXGrUI8Q0RHffUw1OiNo5CIi5dFNLAIYkOUHGsE10hLqddBgDEJsaK2hYPPo34awQy1BnI1+dDb9JDZVDhcMJhj8po2BFHrud0Ovlxu/qbGTfx66lfC4M+RSnQF+BW5i0AlkmvWAkpCxazT8wm9sObYMBIKl0iuc4Ay73VGWy7uQ3XM67bfBdUBvHSSiskOmRcZKmzeAOvmRrxrD1v4FbmLTSZ1wQtF7VEp2WdUGVWFUld9Moj229uR+dlnbHm8hocf3AcM4/PRNP5TV1ask2hUCgUCsV7EQ38sCybAuABwzANHm3qDeAagG0ArH13RwPY6hIPPRCjWVxXQiq+cl9JGQWkyGVyxISS6dAoGOdnERy5fwTpamnZUcn55Jkb1UKqYXij4aJ2BpOBc+LNhQkm9K/bHxUCKojapqpSicZ0BBLx5aIkF5B9bo4Efki4km4RKCcJEhVdlX6Q+wA3M2/aTYy1Ri1x+3JXdm5yBGsAJ1ebi45LO/L6Z2JNhcGONlXaiAY+zKwZ88/Md66zHgILFjMOzyC2JxEcB5zXzn3/vf0lCvo7en8N8wsDA+4yMdJyN0/GYDKg+4ruuJ5xHWqDGgX6AqSp0jBk/RBJ2Z/lCTNrxvgd46E2qAvv5zqTDtnabHx96OtS9o5CoVAoFIonQtrV6x0AaxiGuQSgJYAZAH4A8CTDMLcB9Hn0nuIgD/MeYvut7U4fV2/So2FkQ9FuQYCtDo6zIF2VL0pSAXk3qyCfIBx7cEzUjgVb2MacbxJlRQYZbmfdJtK1mXd6nt22mxk38cz6ZxDxYwTqzq2L+afnS9arSchJQIHZ+ZllVlwR/LFmKJGU4BRt2a0z6WAwc2c3pavIgoaeFvgJVgYDAFZfWi3YzalRZCNUC6kGAHi28bNEZRrOFpb3JL478h2xrY+CrATwQPwBR92xgeR+IETDCg0dOq5meM3C7ozFebYxue6UpzLv9DykqdLsAr9Gs1GShlJ5IiE3gbPLoNFsxD+3/ykFjygUChcsyxaWaFMoFEppQxT4YVn2AsuybViWbc6y7FCWZbNZls1kWbY3y7L1WJbtw7Ks8/szeyiZKuen19/IvME7+S0RjEUXhKSrzgcdPnD66Z+s/aTkY6oGVyW2vZp2FX9eIesCdiXVkpEi1hLbDDP2392Prw59JTrmsQfHcOLBicL393Puo92Sdth6cyuytdm4k30HU/ZOwZS90nQ4ui13ji4JFybWhHWX10k6pmGE+KRVbVTDaDbiXu49Udu1F9cWvjaa+B+IhPYVpbTbnBfnfq6lbPNi6kXBIFvRLJACfYFoUBIABtRzjcaOJ0Ci12VFZyTL4CMRfydBSut2Lp5v+rxDx8kYGZYPWQ5/hX/h9aGUKREVEIWve3h3dse/cf/iwz0fcn5H9Ca9ZJ2z8kKIbwhvsLuk1ymFQnEOm69vRo1fayDyp0iE/hCKyXsmSy7hp1AoFGdCmvFDKUKa2vlyRq5axa8dVhs7b+0ksp0TO8fp5ydpiV6cqED7jk9C4+cbyNrbW0vOKgaIZ1WkqFKINXO+PPhl4eufjv0EjUFjs3qtNqgx7/Q8ZGvEO6tZuZ/nfL2novx89GdJ9gUGsuyjS6mXiOwe5j8sfO2v5M+k4AsEmFkzXt70MpTfKMF8zaD67OpE53UXCXmWEpW64cLi36eTT0NjsJTGvbf7PdzJthfxLc6YlmNK7F9ZgFRfR2qpKR9Svr9cyGSO/9wObjAYx187jlHNR6FzTGd83OVjXH3rKqqGkAfJPQ2WZTFhxwRezTUGDHrW6ulmr7wDM2vmDxKXmRYaFIr3cvj+Yby46UU8yHsAg9lgeQ48NQ/v7nq3tF2jUCjlGBr4cYAcTY7Tx3RVl542VdoQt4kn7QolBa5uNGJI0TrK0eYQ2wYoLeVuySpxLZx6EfWIx1XpH09Ajz84zpm55SPzcYmGk6NY9XhIyNHm2ARqhFgQu4DIruiq9Nnks7x2fJPCunPrYvXl1YVdsB7keVZmgMFsAMuyeLPtm6K28TnxAIA/r5JlrkUGRNq8Ty1IxfdHvseYLWOw5NySEgeRszXZ+ObQN2j3ezsMWTcEB+MP2uw/eO8g53FlnZJkZAYqA9GlurgIvRAtK7fEymdW4uirR/FNz28kBcg9EZVBJajhw4ItDIpSbMnX5cNXwV1SSzN+xLmcehkbrm7AtfRrpe0KpYzyyX+f2GXl6cw6LDm3hPiZnEKhUJxN6fUE9mJc0XY9wi+CKCAhlZMPTyImhEzc+WEu2eReCkfuH5F8jJTuZtFB0cS2jaMaAwA0euHJhJyR49nGz2LagWlE43av2b3wdeWgygCH3nOBoQDVQ8myUoqWjrkKKa2lN13bRGz7791/iewClYGFr9dfFv4+sSxrM5nZeWsn7uWIl5OVJlWDq4JhGKy9vFbU1hr0JdEAkDNyG72os0ln0fOPnjCYDNCatNh4bSO+PfwtTo877VBgIEuThVaLWiFNlVb40Lr91nZUDamKGb1moH219ui50ruyMKL8nRMgCffj1tkRI0ARgM7VO5c48KMxaLD5xmYk5CagfdX26FGzh1dP8v0UfrzdyqzMOTUH454Y5yaPvIcaYTUgZ7jb3XeO6exmbxwgPx/4+Wdg/XrA1xeYMMHyPzn3v8lZqPQqPL3maZxOOg0GDIxmIzrEdMDul3YLZp6ScCfrDqb+NxVHE46iWkg1zOg9A33r9HWS5xRv40LqBc7tRtaIhNwENK0ordsthUKhOAMa+HGArdec38BMSAC2JDzMe4g/Lv5BZOtou2EhrqVKX1HTmMhXedNV6ZBDThTIeCL6CbAsCz0r3A2oR40exNoyAGwewIUyt2QMd4LdxZSLWHVpFTQGDZ5t/CyWX1hOfG53MDeWvKU6af16zbCaACyBi603hb9Pp5NOo13VdoXvP9zzIbE/pcUnXT4BAHy2/zNRWynC1P5Kf9SNeFw+NnrLaOTrH5c6qgwq6PP1+OLAF1gwkCz7qihzTs5BakGqTQc8Fiwe5j3EK1teQYRfhOQxS5tQX+nlplwMrD8Qi88uJtJLs9IoshHeavsW3njijRIFaW5k3EDX5V2hNWqhNWjhp/RDi0ot8N8r/3ltZy+TWfyeLWURoDxhZs28pY6ONFRwK3o90LEjEBcH6B7dZz76CDhwANi40WWnZVkWvVb2svt8Dt8/jJYLW+La29cglzkWeLqVcQtNFzQtzApMVaWi3+p++OWpX/B+h/dL7DvF+xDqOqk1eFYzCgqFUn6gpV4OkGtyfpBGymRCCkbWSJxW6orAT5h/mNPHLMr5lPMI9gkmsj0QfwAnH54UtbuTfUeSLkhCzuNyhaR87o5kQT5BnPots07MQselHfHryV+x4MwCDFo3CPvv7Sc+tzu4mHqR2LZ9dHsiu1phtQAAKy6ugN4sHIjL19lqOMVlxhH7U1q0jm4NgEwXpl4F8rLC11u9XljikaHOsOmOZsVgNjhctrnz1k6boE9xsrTep+Efl+Oc66VXrV7oW7evpO5ep8edxsR2E6GUK0t07hc2voBMdSYK9AUwskYU6AtwNvksfj4mTavLkyDRaKKlXtxcSb3C+3t9N+eum72RyN9/A/fvPw76AIBaDfzzD3D5sstOu/T8Ut6g2K2sW/jywJec+0gYvWW0XSkoCxYf7fmIivmWU2QC0yva4YtCoZQWNPBTDpCSveJsSNtxO0qvWr2Qo88hsk3MT8TB+wdF7eJz41ElqAqxD4kFiYWvm0Q14bQp0BWgfoX6NtuS8pPw2b7PoDFqYGJNYMFCZVAhTeV88XC3QXhHsabVX0+/Lmob7Gsb2DPC8x+alp5fCgC85RhF8ZVza3Vw8VyT5wpf+8j525k7mgUiFoTzVoQ6q5HCMAyaVWwmKUMr0CdQ3EiElIIUXMu4ZjfR1xq1WHFxBecx19OvY9z2cei8rDM+2vsRb0C6NCna0Y4PKSWp5YkUVYrg/gI9mRh/qXDwIFDA4R/DACfFF2Yc5bvD3wnu//HYj4WvzayZKCPNCp9OnZE14nzKeeJxKGWHGmE1OLfLIEOt8Fpu9oZCoVAs0MBPOaA0H55JRYEdRcrDWbuq7ZCazyHAw4HGSL7SnKV5nAWRVMA9wTLDDB+Z7UR9d9xuzvKvkojIljZbb5GVQV5MsWQRWUu++FDIFCXuplQanE2yTAQMrPjfUkppRkzoY72uEN8QdK3e1W4C7a/wx7jWjumipBQITyi9FWfoZp1JOoPph6e7JDNSiDxdHm/ZQFG9JysH4w+ize9tsPz8chx/cBxzTs1Bk/lNEJflOZlyBfoCtFrYqrTd8ErUBjVe3fKqoI0UXTa3U6MG4McRmJbLgSrkCy5SScxLFNxvZI1IV6Wjx/IeUHyjgGK6As0XNMfdbPEMKqEyTimBfU8lU52J6Yemo+eKnnh92+u4kkbeHKK8wtd9s1NMJ1QKquReZygUCuURNPBTDnD3RKUoZ1P4OzY5A1L9IsDy8HI+mWz1bfrh6cTjVg95LNp8KvEUr93aK7ZCv34KP8GymrLMv3csItAvNntR0I4Bg5aVW7rBI+dyJ/uOTbc3IU49PMU5gedi9onZNu9XPbMKtcJrIdgnGIHKQAQoA9CzZk9M6TxFss+A5TtSFsnUlPzfVZJSkJKw6/Yu3n396/W3ec+yLMZtHwe1QV3YEU9v0iNXm4uP9n7kUj+l8NOxn3A31/GSpDxdHnbd3oVjCcecks3lTYzZPEa0EcQ/t/9xkzcOMHasvYizTAaEhABPPeWy05JkQdadWxeHEg4VPjNdTruM+v+rb1duXJyeNfkF70kCR55Mcn4yGs9vjO+OfIeD9w9i+fnlaL+kvWdfY6XMnaw7+Hz/55z7PDobj0KhlHlo4IdSCElZilTEuraUlIvJ5Pozd7Lu4GQSWSr5ofhDxOMW7QbCgH/lr2JARZv3raNb87YrL+vk6S26U02jhDtbtKnSxitXx/L1+dAZyYJ6baq0IZ68Hrh3wOZ9dHA0rr51FZ91/QzDGg3D4oGLsfOlnYJlYEKIfV+Frm9Phk9YXQp82XyuZtN1/uyN6sG2nQLzdHm4m2U/0WTB4p/b/0BtcI2WnFRIut3xMf/0fET9FIXB6wej5x89ET0zGlfTrjrRO89mw/UNojaOdPRzG9HRwO7dQEwMEBBgyf5p0QI4dAhQuK7fCMlvrfV3qfhxb//ztuBxWSp+7bPx28eLO+fBfHXwK6Sr0gsXqcwwF2adlbegKymvbX2N97f0QuoFHEs45maPKBQKxQIN/FAKiQ4kb43uKZxIIi/huJ11GwxLNnHN0GYQj1tUg0Yp4xdxLa7xk1qQigBlAPF5yhpZ6izRCeDl1MteK45JqqsSExpDvCp8PeO6TUApKT8JDec1xLdHvsWGaxswfsd49FnZR5IOjRRKM3uwJFhLC0tCvzr9nOCJdHK0Obz7Vl1eZfNerVfzTjh0Jh2aL2juEaWTQt0PhTj18BQm/jMRerMeRrMRBrMBaeo0dFzaUVLZb1nnrbZvlbYLwnTpYhF4vngRuHULOHcOqFPHpacsSQMNseyW0ymnefdlaMifJTyRDdc2cN73U9WpNIDBgZk140jCEUGbX0/+6h5nKBQKpRg08EMpJMCnbAchKvhXgM7s/NKqoqvoQh3UjiYctXlfr0K9cj1ZOZ9yHuuvrhe00Rg1Np/bzfSbrnbLabT9vS2R3bLzy4g6HAGA1qTFvNPzCt+P2jQK97LvoUBfAK1RC7VBjcP3D+P7I99L9jc5X7h8xJupElxy7ZBPu35aKhlPfCKhgKXNe1GKB4KK8yDvAb4/Kv3acDavtHjFoeMm/TuJcxKar88vF6UnQi2ii5KQmyBuVNowDFC3riXzx8V8feDrEh1P+rmXRYQCz2O2jnGbH95Cni5PNHN2Vxx/+S6FQqG4Ehr4oRRyL+ee3bZD8YfwwsYX8PSap7HiwgrBB6DN1zej09JOqDu3Lt7e+bbHdZIZ2WykS8a1llZM/ncyjCx/x6mOMR1t3lcJroLB9Qe7xCdvwE/hh9OJ/CulgCXNvqjYtae1uhdCayLLujn+4LikksVZJ2YBsLS5P3T/kN1E2GA22ASHSCnLq5AV/CuUeAyDyVAqGU98nQIB+/KV+7n3BcfSm/TYcE28VMjVjGg8wqHjLqfyt/sWKomTwqXUS9h4bSNRx0F3s/n6ZiK7kpTSlUWkaPY5G5LudZ5KpjpT8J53N/suNAbyRhh83M+5j3PJ51yWqepOijfx4EJlUOHkQ9d1sKOUL4xmIzZd34Qpe6dg/un5HpHVS/FcvPcXieJ0DGYDdEYdfBWWLhTfHf4O0w9PL6zt3nd3HxadWYTDYw9DKbctafr+yPeYfnh6YTesBWcWeNzDZ3qBa1rL1wyvCZPZhFknZ/HaRPpHolW0bRcblmWdNlnxRjQGDZEGVPsq7Qtfb7uxzZUulQo3M29izLYxxPYZakvpQL4un1djIVebK8mHDHUGFp5ZKOkYb8IZWmOlpfFTXNepKMUzkLR68YlToLLkLeZLSvXQ6uJGjzCZTZDLLPpzRjN/YD0yMLJEPhXoCzBgzQCcST4DOSOH0WxEj5o9sOn5TYLCwCcenMCSc0uQp8vDiCYjMKzRMIdL2cTgaxtenFTV4+6VS84twQe7P0C+IR9yRo6+dfpi68itdr/hZZmSdjYVEup/mCfcubRNdBvO7RdSLmDRmUVIU6VhcIPBGNl0ZOGzl6dw4mHJuyEKkaZKw7A/h+Fs8tnCMvlf+/2KV1sJd63zZLK0/HpPRZkXOw8dqnVwsTeUsk6+Lh+dl3XG3ey7UBlU8Ff449N9n+LQmENoUblFabtH8UBoxg/Fhra/t4VKr0JqQSq+PPilTdcpvVmP2MRYrLuyzuaYPF0evjn0jU0LdBYscnQ57nKbiJ+P/eyScbvFdMPVdGFxUa4W7dtubCvxA6k3UzWkKpHdFwe/KHxdFrtOaQ3SVjkLJwcMv9iydaJMyhvb3+AUNi0rtKhU8geg/+785wRPpJOiSiG2VciFAw4KmQJvtnmzpC6VGCkT3DvZdwAAWqNWUO9rXKtxJfLp3V3v4lTiKagNauTr86ExanAg/gA+P8DdnQcAZh6fiT6r+mD5heXYeH0jXt36Kp5e87TLSnjrRdQjsqsTZtHLWX5+OcZtH4d8g6UrlYk1YVfcLoT/GI40VZrT/DKZTUhTpZXZkiihrJeD8QcFj72eYZ85tuL8CnRa2gmLzy3Gphub8NbOt9BleRePy3gJ9Q116fiD1w1GbGIstEYt8vX5yNfnY+I/E+3K4r2JCP8IIrvjD4672BNKeWDGkRm4ln6tUC5AY9QgV5eLFza+UMqeUTwVGvih2BCXFYffYn/DzOMzObtgmGHGvFjbMpKraVeJy1pKk1uZt1wy7jv/viOqPZOry0VcVpzNttF/j3aJP95Cw8iGCPcNF7XbHbe78HXVYLJgkTeRppY2Aetbuy8AoFJgJRth8aJ0rd6VeDyDyYCtN7dK8sHb2HNnT4nHmBs7V5I96SRdjEh//kyW4hPSDJWwkGyryq0woc0Ep/hVEtJV5NmXYX5hACxi+HwBIwWjQP3I+pz7SGBZFmsvr7VZ6AAswaal55ZyHpNakIpp+6dBbVAX/h1UBhWOPzjusu8TqQ7XpZRLAIAP93zIuV9lUOGN7W/YH5d6CS0XtgTzNQPmawZ+3/rh20PfCp7rx2M/ImhGECrPrIyA7wIwevNoosDXpdRL+GjvR3hv13s4fP8wWNZzheOFyrVS8oUDs7l62+xLlV6FCTsnQGPUFGZsqo1qnEs6h+Xnl5fcWSfyzy1x3SyjiT8LT4jbmbdxMeWi3aKYxqjBt4eFrzlP5uh9sqBVckHZ1dSjuI9l55dxztVuZt4s07qNFMehgR+KDRqjBn9c/ANzTs3htcnU2GZdeGuLZ2dhNBvx7VHxB5X7Obb6G7kmaeU4ZQ21QY25/cUn00W7seTr8l3pUqkgVTfGWnYil8kxpeMUu/0MGHzR/Qu77XyYWBNRq2Nv5uiDkq8g52hyJNn7yfjLg6Qg5ZrfdFO4dPTd9u9KzgZzBVICP9YudlEBUTZZpUUJ8QspkT8m1mQX9LHCJ257IP4AfOT2eh4qgwp/X/+7RP7wIfS7XJSTSRb9kGwtv9bD1ptbbYItNzNuot3v7XAx9bHemM6kw+cHP+cMEgGWcpWP//sYWpMWLFiYWBNWXlqJkRuF9fR+Of4LOizpgFknZuF/sf/D02uexrjt41wS/HFWluixhGOc/u29u1fSOEcTjnJea2aYMeck2d/XXSy/KB6I0psdy/JKVaXy/vYdvn/YoTE9geupZNpgQmWrFAopfL9PZpg9LoOQ4hnQwI9EvLW1tBSytdmcpUlWitcl/xb7m6tdcgoJOa7rdHIp9ZKojTMEZssS55PPcwqKF6eoeOTxRJoebW0Vu+z8Mnx+0L4MRSFTYOO1jcTjWcXJyzIkmWVCXEu/Jrl09UHegxKd0wpfsKM4O27uELWpHV67pO44haLBBTFuZ94GAHx58EtemyxNFqcYs9qgxo2MG4LdFgFAzvAHw1iwnBkswT7BYBj7RQ85I0e4X8muNz5ItbusTQb8lf68NsUn3UX1/Iqz+NxizmefT/d9ymn/9/W/CwN2xUnMS8S0A9OgMWpgYk1gwUJlUGH9lfUuKfFJKSAvleTDwBrQb00/tFjYolBjzYpY624ANgGjv6/xBwWtZY2eAknpHlfwk4TmFZvzXm8aowb3ssWfDTyRJReWENmF+JQsWE2hABDMriyLC6WUkkMDPxIhbbvsrfjKfQVX3Rgw+Lyb7WTzchp/pxVPIkMrXAbhat7a+Vapnt/T+O30b9h5a6eoXdFVC4255B1EvJ0K/hXwIPcBXtv2Gud+g9lgp8MlhJRJuLfSpCJ/ZywxLiRfQJP5TSRnZjkrs0Yh0oPBWmryyb5PRMfqWK2j3baD8Qfx3IbnMHT9UGy7uY1XMNyZvLaZ+9rlQmVQwWAyYOaJmYJ2RZsJsCyLN3e8iZDvQ9B4XmOE/xiOYX8O411lv5khXKq76tIqu219avfhDBj5yH3wWivyf58UfEGmjWQtTfqgwweCdkWv6X139wnank2yF5bm0wVjweJuNndA+Z/b/0DG2D96qg1ql2RKOUvEukBfgOvp1+3uuySBWasoN8uyWHKePzAg1BW0NBDKGLOy+tJqh8aOy44T3O+tZSpXMq4Q2dWNqOtiTyjlAoGCi5+Pu0bXtKxhMpuQo81xy7OPJ0ADPxIR6+Dg7cSExAhGiVmwdq0CvUXQ0ZVCyiTlbmeSzrjs/N7I9lvbibrf0JRoWz7o9IGg4CwA3tV2wPIjdzHlIm5m3ATLslgQu8DZLnocjaMaO3ScyWxCq8WtxA05cFbHloR84UzFv29YJstxmcITKS7GbRuHnn/0xIZrG7D15lYMWT8E/Vb3c7neioYlD+Aevn8YET+KC6YWDVx8uu9TLDy7sDCjxMyasfnGZjy/8XnOY3fd3iU4NpfOT3xOPDpU6wAZI4NCpkCgMhB+Cj/MfHKmXQdHZ6EFWeq+NYAwvdd0Xn0aGSOzedAVWx0etXmUzXUhlv1cJbgK53ZfhS9n4EfOyBGgDBAc0xFuZgoH9aRgZI3459Y/hVmopFkpO25YsvHWXVonOYAMWPQJ58XOw8qLK0Wz15yFUCezosw9JU37zMrUPVMF96erXdOF1VNILUgVN6JQRBD6rV592bGgbHlh241tqD2nNny+9UGFnyog8qdILDxddrvbWqGBH4nI2LL9kXWo1kF0ot11eVebLIzkXO9cmXEmLSu3FLUpL9FkUjQGDRJyxcvvuCYJ5Zl8XT7ic+IFbfgmF//d/Q9VfqmCLsu7oPXi1mg0rxHnSn5Z49+4fx067vVtrzt8zvGtxzt8bFHEAtahPpbOO1qzeFBg281tha+vpV3jzD7Ye3cvUSaeu5hzag4KDAWidrFJsYUBz9knZ3PabLq+iTM13gzhe3PxkqkLKRfQenFr7I7bDTNrhtFshN6kx9pha/FWO9dldor5WZwpe6bwZpGYWTO239xe+F4oWAxYypCOPThW+H7M1jGC9nyZMIMbDOb8LVTKlXip2UuCYzpC0eYAzsDIGgtL4fut7kd0zIKzluD6jGMzRG2LPluxLIvJeyaj5cKW+HDvh3h759uoOqsqDtw74IDn0vj3Dtk905HA2n93/sN/8cJdEldeXGm3zcyacTD+IFZeXIkbGTckn9eTSFXRwA+l5Ij9JpAGcMsbX+z/AkP+HIJ7OfdgZs0ws2Zka7Mx6d9JDmcxegt0RiWRxPzE0nbBpTzT6BlBXQDA8uDzv1P/K3yfZyy7baBJqRcu3sGnaMq5t6YxOxMWLB7ki+ugSGn9XB54kPsAFQMrCtpw/dg/yH2AoeuHIk2dhgJ9AdQGNW5l3oLarOYYoWwx4+gM0VIWLkrSnalvvb4OH2uFJPNGiobJztuPAzof7uXu+AQAz298HkvOLfGIbE4hvbmimFgTziWfAwBe7RAAdhmrADCk4RDBsT/tbKtl88aON2y6eVn9fHf3u0S+uoM8XZ5oedzJhycLXxshnlm5+fpmAJbMZyGtGgC82TthfmH489k/EaAIQJBPUGGm1A99fihRSSYfl5LF9fekYjAZoDFocCuLrFOoVRcoPite1Hb+6fmFr/fd24d5sfOgMWqgNWpRYChAgb4Az/z5jGigrqRcTCErAXYkg2nagWmiNsWz8JLyk9Dgfw3Qb3U/vL7tdTRf0Bwj/hrhURnBUjIliwb0jWYjtt/cjl9P/sorIk6hOML7/75f2i54HLnaXEw/Mp1zn86kw8f/fexmj9wLDfxIpKxnHwxuMJioZfaGaxsKXzvyw1/WOJMiXsalN+sLJ+Tv7XrP1S6VGQp04qv95YkqwVXQLKqZoA2X6Oyy88vsyjPKy3eXBYvRW0ZLfqB29NqL9I8s7L5mXU1yBBKx22+PfEssitu8YvPC10KC9GqjGpN2T0KflX2cPrFKzHPd4kmwb7CovwPWDrAraxLT22Bktt8nvrLdh3kPoTZ4RiCVROzb2j6ctGTJKj58Pf26oKioQqbAtfRrvPsH1h+IpMlJWDhgIf7X/3+4++5dvNve+UEzlmVxM915pV5WZp+YjXr/E1/sKYrJbILKJL76/tXBr6Az6qDWq9FvVT/OIGaBvgAH4l2b9bMnbo/Lxi4ukM2FxmSbMTZk/RDEZcdBZ9LBYDbAYDZg4/WN+PXkr3bHsiyLf27/g5f+fgmjNo3Cnjt73BJM4frd5cNPbvl9iM+JR+RPkRi8fjDe//d9dF3eFS0WtrBpakFxDnez7+KX479g5vGZuJPlWULqrqKsZ684wowjwpmXZT3Bo2xHMVzAhqsbxI28GBlk8FcIZ/wAILIpT4T5honaKGQKpKnSAJQsk6C84WmCl6XNLyd+QYOoBoI2XO3Z43PiHW69WxbI1mbzCs7yYWAd6+I4/onxSMhNwNNrnobPdB/4fuuL4X8Ol6zrsPnGZlGbXF0uvjrwFdF4jaIaAbCsMIv5ojKocD7lvE05UEnZeG0j6syt47TxitMkqgnaL24vaBObFIu6c20DPWJ6NedTzgMALqdeRvP5zQUDeZ6yWj8/dr6oTbrGoqMyeO1gojHTVRb7ML8wwfuy0WwU1esJ9QvFS81fwthWYxEdHE10fikk5iWi0bxGSNc5Xyvmu6PfScraNcNM9F0GLN+7dVfWodFvjXjLPE2sCUn5ScTnd4TYpFiXjU2quWbNaspQZ/AGWz/e+zGyNFk2217b9hqe2/Ac1l5ZizWX12Do+qEe11zDmsncaWkn5Ooed+tjweJy2mVM2DGhtFzzCPJ0eZh1Yhb6r+mPt3a+JRhIJmHOqTloMr8JPt3/KT7b/xmaLmiKWSdmOclbz0Uo+7W8svfuXlEbMTkFb4YGfiRS1lsfH4w/iAspF0TtmldqLmpTnpjQRvxH2mQ2FQpelucJuCNkqjNL2wWPIaUgBQk54tpIxfG0VsHuxmQ2IdAn0C3nervd22i/pD323NkDE2uypPLf2o5OyzoVZqTkaHPwzaFv0GZxG/Rf059ThyhDRdaJ0FriJMZ3R74DYBFCJgmoFugL8M/tf4jGFiNPl4fRm0e79EE0R5uDc6nin0WaOs1GJ6VoBisXMSExSMhNQIclHXA5XbiLpaeUpt7IItdAIe1EZNUlIekEWCmgks37fXf34alVT6HJ/CaYtHuSy8udR2wYgbgs6YLnpEjVW/ot9jeycVkztlzbIirqfvLBScH9JUXqv88VWDODhP6OJphQa06twnvg6cTT+PPqnzYdeDVGDRaeXejyhVuzmfwzy9Jk4WHuQyQXcH8P1l5Zy7m9JOhNepxNOit5AcTdZKgyUHtObUzeMxm743ZjwZkFaLWolcPac/ey7+Hj/z6G1qiF3qSH3qSH1qjFZ/s+c+k9wtWQLDJE+Io3RnA2BpMBB+MPYt/dfTaaZYKcPw/MnAksWwbkuVY+xLqQI8Tn+4UbqHgzNPAjkcSCsp0C9uKmF4m6X2Vq6ES8KEMbDhW1MbEmoi5WFHvisuI8Qm/EE/CV+0q+jliWxZGEIy7yyDuoHFQZlYMqu+Vce+/sRYG+wCbzymA2IF2Vjl23dyFXm4tWC1vh60Nf42zyWeyO240Bawfgo70f2YzjI/chOh9p6/jYRMsqPklwHwCUMqWonhQpe++Ir7KVlK03yDMpN17dCMCi+TNmyxhBW51Jh7mn5kJtFC7jYsC4pNTLaDZi8ZnFko5xxW+09TqzZv4IUVQceNHZRRi0bhD23N2Da+nXMP/0fDRf0NxlWStJ+Uk4n3KeM/OxtDifJD7ZsBLmFyZq48rfwyXn+FvOO4MT8SeI7Kz3nnOJwsHcPF0eXtpkEQbfHbeb9zv4wt8vuFQT6HbWbWJbE2vCrUx+jSij2YjfYn9zWgbh2strEfVzFHr+0RNN5zdF29/bCpfd6vXAli3AwoXAZeFgtzO5mXETVWdVtbt/6U16PL/xeYfKpjff2Mx5nNakxZQ9UwSP3X5zOxrNa4Tg74PRYUkHnHp4SvL5XcX6K+tFbdQm95YeH75/GJV/qYwh64dg2F/DUPHnithxS6Ds2GwGRo0CunQBPv0UePddoFo14Ngx/mPcwPZbzst09jSIAz8Mw8gZhjnPMMyOR+9rMQxzimGYOIZh/mQYhuwJ1cu5nUl+Y/dGrKVIYlxLK1naZVkjxDeEyE7KxITyGAYM0WSjPGAwGXAtQ/z7l6PJKXx9IfmC6xzyEtLV6ZIEUUvywH094zoK9Pb6QCqDCkcTjqL3yt6Iz423eRg1sSb8fPxn3Eh/nKmRpha/HzNgUK8Cmd6IdbJI0k0PsJSnvtrqVSJbMRiGcbkg7bYb28SNHnE/7z4AYMyWMaIC0lfSruB00mnRMRkw8JU7N+NHa9Si5cKWeGPnG04d1xGs2mIBPuJt1/fcsWjEaI1aTNw50abLl8FsQJYmC98f+d4lfubr8iFnyIKh7iLPQL6K3SBSuJQXACL8XbOSbzabJZcZ6Y3kQSi9SY8MPVkmo7UhRpBvkKhtfE48EvMSBZuTmFgTFp+VFkCVQnFBajHEFiI+3PMhPvrvI0EbEs4mncW47eOQp8tDvj4fGqMGF1IuoN/qfty/czduADExwCuvAB98ALRvD4wcCZhcG0hNLUhFq4WteDPiVQYVLqfaBqHuZN1BiwUtIP9aDp/pPhi5caS9lqHAb/nO2zux6fomzn2LzizC0D+H4kbGDRToC3Aq8RQ6LeuEI/c9YxFtXuw8URu1QV2ieatKr8KiM4swesto/HD0B845opk1Y+3ltRj19yj0XdUXWZos5OnyCq+35zc+zxtkNP65DoZNGwG1GjAYAJUKyM8Hhg51+fUmhCeJxjsbKRk/7wG4XuT9jwBmsyxbF0A2gNec6ZgnMvfUXBjgmOaDt0Aq9nopzfmdMrwZErFCAE7VyyhP7L27F6cTxSde5QG1UY1D8YdE7Q7df2zz3dHvXOmS1/AgT7yLnBXS8iku+Cb/ZtaMn4//jLPJZ3mP/XTf4w5SJJk5FfwqYGiDoUR+GcwGHIo/RNSkINgnGKueWYU6EY81eYxmIxacWYDnNjyHrw99LalVbLOKzYiySUvC2RT+z7U4NUNrIlOdiW23xINFebo85GnFJ+5mmNFqUSvkanNFbUn57sh3uJp+1WnjFScln7wrXIHBEswkCdhYy8KWnVvGWVZohhnbbpIH6qRQr0I9pwfg3IWf3A/rr4qv5F9IveCS82+4tkFyplTRjqViSJmE3s+xBGe/Pyx+vbEsC6VciUClcDkvabcyR1hzYY0k+xlHhUVmdSYdfj3xK3K0OSXwCpgbO9eu5MZoNuJezj37sk2WBZ55BkhPt0zANRrL/3bsAFasKJEfYnyy7xM7Ue/iFH3WTitIQ73/1cOltEswwwyD2YA/r/6Jmr/WtDnmmUbPgAG38LbBbMC3h7+1225mzZj07yS7TCEza8aLf79I+C9yLWcSxZvKAJbfL0dIU6Wh0bxGmLxnMlZeXImvD32NunPr4nzy4+zFXG0uon6OwkubXsKaK2s4S7lNZhPWXrYvXVTpVTg9fQKUGo4FIZ0OiHWdzpgYYvcRb4Yo8MMwTDUAAwAsefSeAdALwMZHJn8AGOoC/zyGDHUGPtzD3/62vMGChdlsFuzsUZ746uBXRHYX01z30FGWeZDzAG/tcFycMVQR6kRvSh+rVpQQRbMrSFPryzIagwaVAiuJGz6iJCnd+fp83n1iwfWiJTIkmhF5+jxJZUBPrX6KaMKd+mEqhjceXvg+U52JkO9D8NbOt7Dh2gZ8dfArhHwfgrNJZMGWRWcXEfvoKAl55NpXFYMq2rQzF0IOObG46N3su/j2iP1EwlEWnlnotLG4WHyO/No5l3QOd7LuFAZ1hLiQcgF6kx6zT87mtXmY95D43FJgHv3njehMOqKFtQPxB4hW/KWy5pK04AUgrZtVBf8KxLb5+nwcvX8UN7KF9apkjAzNKzVHxcCKWHJWuEztyTpPEp9fKlczpQVo/77yt6iNkTXiZkbJOtM9yH3AWeqkkCmQUlAs8HvnDpCQYAkAFUWlspR9uYiTD09i+YXlonbD/xoOn+k+6PlHT/Rf05/z9zSpIMlGMy86KBqdYzrzjsnVxSlLk8WrT+MpXZ90LFkGbbOKtl1gWZYlKpn7bP9nSMpPKtTL0hq1yNfnY8zWMYU2g9cNthNXt/PTpOMsPf4t9jdodNyLRyzgkoyff26RaRZyZWyXFUgzfn4F8BFQqPZWAUAOyxYu4zwEIN4D3IvZdXuXaDp4WUAO8vRorUkr+iNbXlhynuxzoNpIjtEyuiWS1Y6Jgfop/FA1sOzcnoJ9gvFlty9F7YrqDSRpXNsBxhuQMTIbwU8xSOrn+RDSbhBDbVTjVobl+BphNUTt9WY97uSSC3frTDqiAMnzG563WWnutLSTTbkOYMna6LyU/4G6KJ4monkw/iCiAqOIbBPyEogF+XUmHdZdXlcS12wo0Ln2AZRLVJyPdE06fjj6A5FthiYDA9cOFGwVb4YZh+4dcvoCUnxOPDK1rv2t9WVck1FEmnUNAJP3THZY8JYPob8XH2r9Yx2RAn0B9t3dhzNJZzhLbO7n3icet1ZYLTvdMy6CfIKw/tn1uJByQVTcfXij4YL7S4JYtkpxtCyZ8G1JS2Sfrvc0ZydenUmHtlXaFtuoA/gCeVpCoV4HeHUrWUlxri4XBrNFPPhcCv/f+sejPwKw6H3V/V9d7I/fz2vbvKJts5rLqZfxyuZXiPzxBqzZ3/m6fLy69VX4f+cP+TdyVJ5ZGc9teI63Y976K+s5s/+upF0pfDYg0Y4MVAaif93+dtvXXVmHFc1ZFHAkDJpkjKXE0ImsurgKA9YNILIV0/PzZkQDPwzDDASQxrIseQ617fHjGYY5wzDMmfR079XosIpilnWkiMb6yn1tUv4o4uRocjym3a83YW1D7QgB8gBcyyVbrVcwni++rdKr8NLml0Tt7FbyyjlKuVJSyrMUMdaiKBgFsXgyHzOOzMCVtCs4/vB4icYpCTtu70DX5V0LVwZvZXEHs3RmHZLyuAOLZ5LO4Pezv+O/u/+hTrjr2rhbUTLkJSdVgqpAZyCbUEmt93emiH9kQKTTxuJC6jW28dpGcaNH7L+3X7S8r9fKXqg6q6pTRVOdWWrHh1JGfq25Cp1JJ1ouJBUp5bBWsjXZACzZaRV/rojhfw1Hzz96ou7/6tqVdkkJAM89ORcnE8Wz8lpWbIna4bUxftt4UVsp2UlScGXn0ZIKeY9/YjwqBVWyKX8MVAZiauepqBBQLAOrUSMghEOz0t/fIsLrAjQGDa5nXBc3lMKjP/O7u94V7SBYNIPxcupldFzaEbvi+PWaWkW3coqL7uLEgxNgWRZPrX4Kay+vLSzHSlWlYsO1DWj7e1uM3TLW5hiWZXmzXsysufBZWSxQHagMRJ/afdCtRje7ff4Kf6xpDuyvBRQoLZklagWgUgIpy+YASufeYyfslKZdVlYhyfjpDGAwwzDxANbDUuI1B0AYwxTOkqoB4Mx9Y1l2McuybViWbRMVRba65oncySofrZB1ZvKVBRkjw9U012kPlEXURnWJdA18yoeGuh3xOfEOH1sjVDxrwkrlQPd0fSoJJpiQVCCewZOlFk6/LW8YTAbUjahLbF9gcizTQi6Tw2gqmTDgxdSLJco4cgYsWMTnxBeK9ApRVJAasKSE91nZBz1W9MCkfydh2J/DsPrSale5WkjtsNrEtj/1/Ql9V/YlspWSJSBn5Bjbcqy4ISFSstTcQY4uh9iWRCvGDDNSVal4avVTkjSjhLiT7frnNUfvD85GsDOTA2j00rJWAECpUOLUw1OYvGcyNEYNcnW5KNAX4F72PTy56kmbspI5J+YQj7vx+kaiDChr5seZZHHNE1c9s266wS0Q7Ax23BToikRAiG8Izo0/h6mdp6JZxWboUaMH1gxbg696fGVvLJMB69YBgYGA76NAUVCQJSD0zjsl8sOdNI1qCgDYcWuH6DV0Pf1x0Omz/Z8J3nP9Ff5YP7x0f5ulkqPJwbnkc7iUeolTgwcAVlxcgdUXH/9GiyU7kLRE71WzF5YOXoq/n/ubM+D6Vtu34O8biCEvAANeAr7rCnzaB3jqm3qoNmyM6PhS0Bl1Lum46Y2IBn5Ylv2EZdlqLMvWBDASwH6WZV8CcADAs4/MRgMo0+2KaCtpW3xkPmAYBucTacaPFMxmi7irozCsd+oWlJR8Hb9mihhdqnchtm1SsYnD5/E0bmaWTBegrGFmzUSixiVFZ9LZCCI7iid0ldAZdbiSdkXUrna4bcBlxpEZOJpwFCqDCmqDGvn6fKSrXZ/xKyXLLV+XT1xqMffkXOJxKwdVxtQuUwFYVrIXnVmE/qv745XNrziU1VJSYVdvwcSasOXGFqeMRdIO3Z24Um+oa42uTh0v2C9Y8jHv734fozaNgsZgGzRiwSJTnWlz3UvpCEs6UbOKjpMEiYo2PXAmPx39ySXjAsCqy6scOu5W5i2M3TIWjec1xqvbXsXA+gNx6c1LODDmAIY0HMJ/YPfuwO3bwJdfAm++CSxfDpw8CQSId/NzBFdofS08bdEjIsmwLyo+LxTwCFIG4d5794i7aHoKe+/txY2MG9AahH/vXtnySuHndeKBsC7kS5vEs86vpF3BueRzOJt8tjAr0GaM5i/huSbPwU/hh1N1fDH9SSWWdQvGrJedv0jkrZpvrqAkT8FTAXzAMEwcLJo/S53jkmdSNaTsaIQ4A71ZDzNrhgqetRrpDZQkJdgbSpFcQUnSs6uEigshW0kucExHyBNx5AG+LCNFO6OkFA+ESMVH7oNB9Qc5yRvHUcqVqBch/pDLMraf7aIzi+xWFt3x+UtZ0ZMSzDmfRr7A8XyT5+Gn8IPGoEGHpR3wwZ4PsPvObqy+tBq9VvaSLNYsRXfPmzGYDDYaeCzLYv+9/fjx6I9Yf2U9r9AqF84OhpQUV137SpkSX3X/qvD9iQcn0H9Nf9SeUxsj/hph1/qaBEcyftZdWYe47DjOf2eBoQCfH/i88D2pVhZAJm4vFVd1Vo3Ldp2GGdfCc54uDz8e/RFdlnXBsD+H2XX6vJx6GU8sfgKrLq3C9Yzr2HpjK3r80QO743aTnTQ6GvjkE2D+fODZZ51edlOU4gFDZ2DtwBzgIy1YJdQNsMBQgFA/72sUkq5KR7h/uGjZLQsWRxOOAhB/Fn6Q90A0qJamTsNPx39C+yXtUfmXynhr51s2em4yRoaZfWeiYmBFmFlLVzaNQYM+K/s4dO8Sorg+YXlGUuCHZdmDLMsOfPT6Lsuy7ViWrcuy7AiWJZQX91I8YfXV07iSKr4STLGFBYsmFRzPKvGVeWeL2pKy5foWh4+V0kXElXX67qZtdFtxo3KGK1v5WvFhfFDSeV61kGo4ev+ocxwqAVqjFk/WeRIrLqwQtAv0sW19yrW65w6sD/skbLm2xSU+rL60GgX6Aiw7vwxxWXGFwSgWLNQGNT749wNJGYyNKjiub+ZNMGDQs2ZPAJaJYOdlnTFk/RBMOzAN47aPQ43ZNXj1YW5l3sLLm19GhyUd8OPRH2Ewlf1GHIClcUH10OoAgH9u/4M+q/pgd9xu3Mu5h003NqHD0g68wq18qM3SyyHEAlv77u3DiL9GAJD2HU3MJS9jI9VvK03dNEfxkduW+Odqc9Hgfw3w6b5PcezBMWy+sRn91/THb7G/FdpM2TsFBfqCwnJL6/3nzZ1vepzO5P0scsFvKRyOP4w8rbRW5mKNDwwG++tXpVchOT8ZS87+jhffrIhZnRjMGhSJvQdclw8hlr1TlAx1BrE2mzXTh+S7R9IZzIrepMeiM4vw5cHHjUlYlsX7u9/Hg7wHhc2TjKwR+fp8DFkvkJHmAOW1WoIL1+e9lxHkTPlYdZPCf3f/K20XvA4WLBiZ4zegltEtneeMFyHUkUGMdFU6aoSQ6fwEKgMRIHdNOrO7ERIndDZSMtH8GfvuIu6i5aKW8PvWD0PWDcHd7LsuOUfzys1tOqo5QlxmXIlKQp1FgCIAB+MP4u2db/PayBiZ3UTCwHr+xNtVne7S1el4+5+3senGJt4MpFOJ5CVfoQHet8LsCJ2qd0KzSpa2wz8c/QFnk8+iQF8Ao9mIAn0B0tRpePHvF+2OW3dlHRr81gCrL63GqcRT+Hjfx6jwI3mw35vJ1+djwZkFYFkW7/zzjs31ZmbNUBvU+HDPh6Xo4WM2Xt8IvVGaZILKTJ5R3mZRGyI7KQL/pKSrXFvGal14NpvN+PS/TxH2YxhSVCkw4/HEW2PU4MM9HxYK8h5/wB3gItVtcyeuusetvrTa5jMSg6QUt8acx8+SaoMaozePRviP4ag2swqiXhyPRUvTMekE8PY/mej81Os4N2+aQ74LYWbNaDivIbG9CSZsvUmmxrLg7AIAwJqra0RtpWqymWGRujCYDJi4cyKU05VYeWklZ+D4Xs49pzYocZWouzdCAz+ERPhHlLYLHse5ZOG2mUL4oHyKFAPgbKtJypDGzo2CW6kT5vqOOyVByo+33bGsGW+35Z+4FoVlWKd25ClNrqRbMvIO3jvo8nMZWSNxDXVpd8PRmXTYdmtb4WTR2XSs1hFp6rQSjXE7+7bL21GTwDAM8nR5gq1NI/0jUTGwohu98mxYsPjzyp+8ZSoao4ZIeN062buWSq6J4s380Otxm/jF5xZzlrecTT6LDHVG4XuT2cQZDJLSpMLbmXViFlQGFe7mcAeyTz4U74rlLi6mui7j8nY2ebDdWSLiVv6N+9ep4xXH2s698fzG+P7Y9/x2Jh1OPrD8vYN8gnjt+q3phyHrhril+x0JJx4K68k4SuUg8mYdudpcfHngS1G7bF02jj04BgAY/tdwrLy0EgazAc9eA3rfA4INlom1rxkIMAANJn8PaJxbZrT+ynrcz5WWJZWlIWv2EZ8TTyyATiLeXxy9SY86c+pg3pl5osefTXKomTgnUucQQQr+74+3QwM/hLStQssmilMSkbwA37KRVeEIxxMcTzUe2XykEz15TIeqHVwyrifQvXp3vNr6VSJbH5kP2lQlWzn0FrgmRq6gUSRZSUqgb6C4kRswmo14bdtrTn/4DfYJLnEgxBXaFo5gMBtESyXHthxLV9OKYTQbBTVpvjr4Fe++FedXoOqsqlBOVyJ6ZjSy9OWjO1+w72NNsgxVBqeNmTXbfK6H7x92uV+eTmpBKl7++2Xe/UJlb7tu70LrRa0R+kMo2i5uixXnV7jAw8fYtQ4vJRadXeTU8ZytR8LF39f+JmrYkJBrKVUSW2Dcdmsbnl7ztFN8Kylf7hMPuDhCkyhyWYXvDn+H00mniWy/OPAFUgpSbPSSRl0Egji+akaYgSNHiP0g4cN/XZvF9+vJX4nsVl1wTHT8Qf4DURs5I3dqwsXPx6RlUDeOauy0c3saNPBDSNVQ94s7e3rE8WG+40r8VYLJBXfLGnfyHG81S3ojlNqWvHWV1vCRlc0srIpBFVEhoAKWDhKvt24a1RQbRmxwg1fuI1nlHsHqKZ2mENn1rt3bxZ6QozfpsfP2TqeO2aBCgxJ1oQPgMVlno1uMxuKziwVtkvPLjiC6s6gSXEWwpfiNzBuc21dfWo23/nkLSfmWMrQUlfNS3T2dQesHQWfUYeWFlTZddopTVG/RHdmMng4LFltubeHdb4a5MGOkKJuvb8bwv4bjfMp55OnycCb5DMZuG+tCTy3BC0/gWrptFt3tzNv488qfiE2MdUj/5maGazto6sw6rLy4ksjWmhFnDQAJcSbpDC6lXrLZllKQgnvZ99yqA6SDazL0lAry7OIzSWeQpSULsp9POo8D9w7YbNM/+sm+UBn4qoelNfntCEDOyJwujO3qZ7qVF8iutff2vOcyH8L9w9GuajunjMWyrOSue/3r93fKuT0RGvghJFvtfrHK9zu+7/Zzuos5/eaUtgteCemPcaBCWlbF8MbDoZSXbgmOq7Cq+ZNk/bSp2gYRARGY3Xe2q90qc4xoMgIBSvFMvk7VOrnBG3JuZd5y6njxufG4llGy8hyV0TO6Ja65vEY0RXz91fU2792x+u3pmFgTZ6mSFT4x3Kn/TS233UdS8lPw19W/8P6/ws89aarHZZRWQdDyTISf+GJQjjbHbtuk3ZPcfq0VFXYtTXrXsiw+GM1GDP9zOJrMb4KXN7+Mzks7o8n8JpKbPDzMdn478uJcT79OZGcV8RUKnlrRm/WF9+tTD0/Bd7ovon+JRu25tSH7RoaOSzridmbJ9OrEuJPl+EKoGIfjyTMCpWg/5enz7MrTlrYCJj0FdHoVmN7NEvxp8SawrK0C6NKFeGxPQM9K0+JyNiG+Idj54k7IZc7R1jWxJkmi8oBl0ausQgM/hJS0Pa9U/OR+mNxpslvP6U4aRDYgtm0Z1dJ1jngZpMGZO7l3oAR5ICfQJ7DMZbpYuZtFLuJrrQmf1HGSi7xxL0VbZ7qSAHkAAn0CcXD0QVHbJpXI069JdYNKQpsq3KV9jupefXv425K441GYzWbUCRf+HPRmfeFkfOO1jWi/pL07XPNoMtWZqBdRj3c/33VtzfQpjxQYCrDn7h7k6HIE7Yp2s4lNjHWxV56Pr0K806dV98WKmTWLdi9yBZ4S1Fx2fhkAYPqh6dh0YxMMZgMMZgOMrBHXM64j+pdou0wYKyzLYsX5Fag9pzZqzK6BVRdXuTw4ApBrGCXmkXdCA4AMTQYO3DuADks7QG+2nfCfTDyJJvOb4HzyeUljSuGtf95y2djErethW2oqhok12XRQA4Bd9YD5bQGND2CWAUY5oFECU58EkrSuFf8uSzBgsOOFHU7L9rGOSYqMkeGtNm+hVngtp53f06CBH0Kk3ECcgY/CB7tuua8rj7spKtAoxojGI4htpQQ7vJVqwdWI7ML9wonHrOBfAf3rlc3UxhDfEGLb55o850JP3E//1e75m1qDs22rimuhRQVGEY/r6sBPgDIAfev05dw3rbtj3Ti8oaMVKWqjmkh4kwEDg8mA17e97jGTu9JExshQM7Qm736ujB8prXHLIkqZErXDaot+DsE+jydo++L3udotjye5QLzsY27sXJv3UltclzX+u/cfbmXewuyT3Jm9BrMBrRe1hsZgfy+r9WstjN02Fvdy7iEhLwGvbHkFeaznfJ5+Sj/0XNGTyFbGyBDlH4XeK/nLrw1mA7os64ILKRec5KEtrizXTFWlEttKkTqQMTL7ezgDGDgqtGVyBXbc2kE8dnmHBYthfw5zagm5lO5gm5/fjN+e/k3c0IuhgR9CTia4tzNCni6PuP2eNyJjZMSTurbVyIW1O8SUXZFiK1ffIlPcH9NqDPGYUsRZva0jW0xITOHrFpEtBG19FN71bxNj7729Dh+rALnOTKKGfJUxwodcsK/oJM8VVAuuBh859998VPNR6FWrl0vP7w2QlML5yH1wOe1yuQ9eWIkKiMLZFOGOJHvibFsqH7nvXAFQb0Muk+P5ps+L2m26tskN3ngPJL/d++P3F76+nn4dMT/HCFiXD049PIV8Pb8Wm4k14ZvD39hsW3p2Ke7nSeum5G4SchNw8P5BYvvGFRvzlp5aURvVaL2oNQ7FO97QhQuWZe2yjJyJWPZgUY7eP0psWyWIXKPUzJohZ5xTsgR4Vpc+V5GhycDQ9UOdNh5p6aYSSgxuMLjMN6uggR9CnDEhjPKNQruK5OlrcjjvZuFpxITEYFSzUUS2UqLlQh0sygohfiFE19G7Hd6VPHaUj3g2BommgCcR4PNYd8aZIu2yMn77JCkhsFLBl7xbS4o6hTh4+FrL14jHdYQ72XdwL/se5z6FTIE9o/age5XuLvXB0yF5MP/4v48R4htiI7xbnulWoxse5grrfry+/XWb94tOO7fTkLfxdpu3UStMPL1+w/WyWZLsKD1rkGV3AJa24N1XdEcBW+BCj7yDCykXRBcfd922zbp/Z9c7rnTJKZBo+1jxl/sTt7ZnweLlzfzd4xzB3ZUUQqjNamLbaiFkWfcAoDVq0ad2H0dc4mTaPscykb2N2KRYpy0kkXZr61ajm1PO5+mU7ZmLE5FSmsSHr4+vpDKAWqFlt8YwKT8Jiwct5l1tL4qUzz5TI02Uz1shyURwJHD4Te9vRG28LSsmOiS68LUP4zzfw33JS+m8kSpBVdA9hizo0SJaOJOqKDGhMagbWZfI9kGeeNvPkiBjZLiSdoV3v1wmx5SuZN3KyjNLzi1B3Yi6ZbouXgpp6jTR3/ri1/Z/cf+50iWPJ0OdgdiH4po9cdlxAAC1gXyiVpZJV5Prh+y8vZOzfKk8civzlmimS7rK9rPVmMrWZ6cyqvDdoe+I7Z39e/z1wa+dOp67eJBD/jkoZUqcSTrjtHOXp/LWpDzHNO9YlsWm65swcO1A9FvdD39e+ZPouA86fuDQ+bwNGvgh5GiCcBpgnVBxIVATa4LKQN6tpVl0M2JbbyPcNxx+Sj/cf088bbZuONkkEQBxO0ap+Mn9XDKuo/SpK76CIGXlx8ozjZ4RtVHIPaPVNClFW2OT6CGQUrdCXfgxnnVdOJOPOn4EEC64RPpFEo8b7h+O4Y2HE9kKpeIXp0ZwDWJbKwazAXUjhO8vT9Z5UvK45Q3rvUYpK/saaySceSj9QT9dX74FQFdfXk2UUWBdBZ78b9ltfiGFs8nCJYVFSSlIgc7kmtbZ3kaQT5CoTVQAuR6dt7Ln7h5xIxdxKulUqZ27JCSqyEvbDWZDiRIHMtQZ+O3Ub/jm0Dc4m0T+XS8LOJrx89q21/Di3y9i5+2d+PfOv8SSB5VDKjt0Pm+DBn4I0UM43X3vK3vxRNQTgjYtK7bEq63EW0pb4RMdLQtYV0MrB4t/0aRM1muFuGbFuWO1ji4Z11E239wsalMxsKLkcaOCxB90pHS4C2SktZV3Na2rtHbaWDnaHGhZrbihlxIREIGkArIVl751ye9VDMPg7bZvI8wvTNS2VgT597leBf4uSkI0imokuF8mpz+TJNzNvkukB1QeyNK5ZgGiLGNiTXiQL76S7qfwA8uy+OPiH27wyvMRy1opSueYzm7r9OjpvNZKvIx4bKuxbvCkdDGB/HpwplZNeaJA71hp5bYb2xD1cxTe2f0Ovjz4Jdr8zt2BtCwigwyVgioBAE4nnkbXZV1RfXZ1jPhrhKDw86XUS1hxYYVDAe7GkY0d9teboE+0TqJScCV0rdFV0KZVdCu81OIl4jHDAsLgJyPLKAhXelfZia+cXD/k5WbkdcVNKpK3ipaC3uQ6ATpHaBYpng1G2vq9KDJG/JbA1/6ai4pB0oNPrkRKgCJUESq4X2VQlWkdrlx9LvrWI/u8pJZYVgqqhNjXxcs6mldsTjxmt5quqc8umjFG4SdTnUk/KwcpD9p0ziLEJwRm1gytsewG3aVA2smUZVm0qNyCfkcf0au2eLn8803ExcbLE2G+YaXtgldyPeO65GN0Rh2G/DnEBd54B8MbD4evwhdLzi1BuyXtcPTBUTzIe4CN1zciZnYMb4n+9EPTJQXDi2ImTXH3cmjgx0kEKAMQESgsehufE4/KwZUltQ3cP2a/uBGAT7p9QjymJ0CS6WOlVgXyVf/GUa6J2Dau6FmR4GeaipdkuUqZ/uXm5IG4BpENXOKDozxRhT8rr/j3UkzU1sgaMaDuAKf45Yn0qNUDLzR9gcg20Ed6ZhdJhs7A+gOJ75etoltJ9oHiHOSMHM0qNYNWTyfjUsjWZMNoNuLJVbSckJR0dTrkMrmkBYiyjAFkQcO9d/aCZVkYzDTICNjr93Cx5NwSN3jiPThzYqzWlx+Nrjrh4lIgxSnv197LzV8Gy7J4c+ebdvtMrAkj/hrBeZyUZkBFCfcLR4AyQNywDEADP06kdUXhMpJARSAUMgV+G/Cb6FjWVsodY8hKjJ5t9CyRHQCEKEOIbV2FlKBElZAqUDJkq1pP1nbNA7SU9o3ugLSMS6xrhSP4KsmztZ6oKlz+6G5iQmN4O8d83OVjm/di4s3BymC8+gR56WaoTDiDqChSWqm7ilrhtdCpeici2/ZV2rvEh4f5D4mDxI5kALji+1EeMbEm+Mp9iXQzKI85+eAkttzYIkmnpbxjnXzO7ju7lD3xLl7e9DJiE2MdXg0va8w6MUvU5ouDX+BO1h0AoCVyAKoEP34Ofpj3ED8e/RETd07E+svrYTYLB4VOJ55Gq4Wt4PutLyrNrITef/R2tbsew0vNHld6nEs+h1+O/4IVF1YgX8evYfjDkR/c4ZrHMm3/NFxLv8bbKfRG5g3O7VqTY4tPfz/3t0PHeSM08ONEosOiBfdb9VPGtR6HjlVFAjpF5iMBjHgUMiY0RtTGiquyYlyFjJFh6eClhMaAL0MWmIjwJW9LnphPLubmKkhbYBelSZT00jex81jrbkko7VRprol97LhY1AitYWPzbKNn8VWPr2zsxHzvVqObJF0ZKVluntI5jTRAWyGIvJ27FPQmPfE17K/wd4kPUijPgSSGYZCtzy5tN7yKuafmYtvNbQ5rQFT2Lx9ilMV5mPsQ93LulbYbXkWaJg2xieLlteWFTdc3idqwYPHWzrcAAGsurnG1Sx6PdXFs281tqPNrHXy872PMOzMPL2x6AcpvlZh9gjsYeybxDNotaYcLqRegN+mRpkrDyaST7nS9VNkVtwtm1owX/34RnZZ2wpS9U/Dq1ldR4ccK2HlrJ+cxDwseutlLz+Jy2mVoDdKCOI52LHyq9lPoWaunQ8d6IzTw40TERG+LBnv61esnaFtUzVzDElzMDFDBn2zyNaWz97Unfrnly3i63tOidlEBUXi2KVn2k1DZT3E84aYQ4kueqVU7zHIt/tz3Z8kTYjEhcymr+k0rNZV0bmczuaN955fIgEjET4rH1beuYvdLu5E8ORkbnttgF+SQyYRvj4MbDEbjqMYIUpJ9Hq2jyYWlKwWQB9c8gaLaUDGB/EFoUs0yKx2qdcC41uPgpxA/jvTvUJRwPzJtNNKgq5Qy3rKG0SS9i2B5Z/fd3bxaBSQMazjMid54DxdTL+LTfZ+WthteR4UA1wTovZF0NVkXvf/u/ofD9w9j9LbRLvbI8xnSYAg0Bg2eWf8M9Kztc6KZNeODPR9g8dnFdseV91LW2SdnY/2V9Vh/ZT10Jh3YR/8ZWAMGrRuEhNyE0nbR4wj2DcbtrNuSjrmUesmhc73Zxr6crCxDAz9OJMw/THB/xxqPAz+vt35d0LboyjHJpEMhV+DpuuKBEQAY1tg7HxZ3vsgdGS9KtdBqeKfdO5ARXNqBCnJdkqENh5a6kK+U8rjlg5cDAPrV7YctI7cI2rry3+UqnSExlDIl2ldtj697fs1r0ziqMZ6q+xRvBlOmWliwuHaEJbh29NWjRD691JJc2L1DtQ7Etp7GrKf5U+h/fPJHSWMpZAoMaTgEQxqIixxGBUpvvfv7oN+J7LrWEhbutzK0/lDJPpQVDt496PCxJPfrssqlFMceVgHy67KsMWrTKKIOYBRbGLb8ZiQWJ1eXS2RnhhnTD013sTfewdabW7Hr9i5BrZ9JuyeBZW3LCXN0OS72zLO5nXUb0/6bxllmyYLFU6ueKlHL97LIiEYj8OZ2aQGZUwmnHDqXWCJGWaP8Pm25iC4xXTi3V/CrYLPaUrRWlosmkY/LG0J8yDI9Xm5BLrrrSbSq6FxR1nZV22FAfXHR3SwtectdrVGLmuE1S+BVyfFT2mY9/NibexKtgAJdaj6+DvvWEe7M5COXnqXgSRM1X7kvfOQ+UMqUUMgUGNV8FPa+vBcnXjtRIrG2HrV6CO636k61qNyCaLz21ch1cKqEepamlBSGNxrO2RazZmhNvNP+HUljyRgZZIwM64avE7Xdf49MCL8opOLj41qNI7Ijue+UVf668pfDx0opSfUE/StnUhLB1IF1BzrRE++hvE8kHWXSrkml7YJXcjntcmm74BFkqDPwxcEvBG00Rg1UBpWbPPIOzKwZ9/L4S1NvZN5A5ZmVcT75PAAgtSDVXa55LEsvLEWOIUfSMduub3PoXL4Kct3SsoDnzN68mKIZOftG70ODCraTiTDfMFx+S9oPx7vt3y183akmmcBqn9p90Kay93W66BDDn93giGYGwzDY9Lx4/TZJVwcr55PPo0VFsgm+q3i+sa3mzPsd30f36t1tPiNfmS8Ojj1I1JbdysD60icPQxsNlXyMK5BBhvuT7mPBgAVYNHARkicnY9Uzq9C9ZvcSZxs9WVc4PVmpeCw4TjIZrRBQARX9yUS5W1X23g5VDMPg/ITz+KnPT6gRWgMxITGY3nM6br5z0+G/CclxW65vkTxuw8iGRHZtq7UlssvR50j2oayw6+Yuh4/lWzDhQoquljdQErFdsXJUCqUoadq00nbBKxETLi4vbLy2EVfTr4ra5WnzCl9/s/8bV7pUZjCxJnRf0R15ujw0/B/Zc0l5Jzk/2eZ9rp4si6+8Q58anEDRTAwfuQ9uTLyBC29cwPIhy7H/lf3InJqJ6GBh4efi9Kv/OPXs6fpkJVwMw2DxIPv6Wk/DX26rORPuz6+zEepD3gmpKAqZ+ERcbSRvJxkdHI1uNbs55IuzmPHkDJv3SrkSB8YcwJ6X92Ba12n4X///IXFyIjpX72x37Pe9vucdd/2z6yX7Mvup2Qj2CZZ8nLOZ+eRMVAqqhFdbvYqxrcYiMiDSaWNXCRHOuqkWUq3wdfvK4tk8DMPg75FknQOGNhhKZOcOesdI777hI/fBlM5TED8pHgnvJ2Bat2kOZZZJIVOTKSkTTQ455DKyMseiD7JC9KjRg/j8ZY2HOsfFKAv0BajoQxYUVTBlK+OnJOjNwnpsFHvKWsaYuwiXk+mhlUWyNOTZ4WWZYw+OEdkV1U/6+gh/uT3Flnx9PuaenFuuF5CkUG3W42dwlV6FM2lnStEb74EGfpxAo4hGdttaVG6BMS3HoGetnrzZF881fo5ze4RfBKqGVC18P6LxCGJfjKznC2xuf2G7zftnGj3Da1u8nfQzDfhtpdI0ilx4uFJgJbzY7EWnnVsqb7R+A0q5fUt7hmHQp3YfTO81HRPbTeQVb/y468ecwYSDow86tGpcPbQ6Lr9Z+unPkzpOcun4dcLrcG6PDoq2CWREh5IFdrtU74JZfYTbyMohh6/Sc1JP21Vv57KxiweBS0KTqCYY03KMS85NmgpcN6Juue7s5SgxoTE4/PphItuSlEaVNYJ8pQual3esJboUaUQFS9dQKyuY4Hgr97YVybJFyxI3M24Wvqb3a2n8dc3xkunyhhlmLDy9EADw3u73Stkb74EGfpzAoEaDHDruzxF/onv17jbbogKiEPdunM02oYyY4oh1FnMHXWP4BSendpqK3nVsMwjaVGnDGYSRMTLMHzDfZttfI/hvisWFVcVEi38f9DuClWRZKycfnHRIPJaUdtHck+saoTXwz4v/YOGghSU+x+aRm6H+VI0dL+xA7LhYsF+y6F6zu/iBPNQIqyFu5GJcLR597e1rqBVWy2ZbpYBKuPb2NZttLSu3JB6zdy3hDBoZI5PcxtKVjG813mVj1wyrybsvQGGrz9QgXFiP56WmL+G3p38jPvebbcmFA+tEcAcAiyJn5PD38UfjcHt9I4owKoMKDaIaEJXT9qndxw0eeQckma2UYtCnXofoWbP0O5t6I2am/AU+fjwurYkD5TFao+PPfkqUv6D2rJOzYDQbseriqtJ2xWugP4FOICIgwuFjD449iOyp2dg+cjvi3olD2pQ0SYEewPbLTtqus3Ul8tbSUjn86mFcmnAJs/vOxqpnVmHVM6uwZNAS5H2chx+e/IHzmIsTLmJMizHwU/hBIVOgRaUWuDThkl1wQSFXYM0za+yOrx5SHX8/b1tGM7LJSEE/o0OjMbXLVKJ/04/HLD9kLSq5Rudn/Yj1MH9hxraR2/BVj69w7NVjMH9hRvykePSv199p5/FX+mNA/QFoW8X7V6HcITDtI/fB3ffu4sbbN7B22FqcHX8WKVNSEOYXZmMndq0VJSJQ+H5hYA3QmXSOuOsSSLOZHKGolllxRrewbZ/7Qx/ue4eVllVbwl/pjx0jdxCde0afGeJGj7ibfVfUZv7TliD19ezrxONSLFjvqxfevCBq+0zDZxAhd/w3t6zxZC2yVskk3UHLA4E+gagXXrZ0otzB9D60s5UjlLZEQGlwKdnSqXBB7IJS9sT7qBxU2eFjhRbSyip3su7AaDbSsmcJ0MAPIUFK/pTqkupxhPmFYWCDgUSrypznd0Bod/8Y6R1wpNCsUjNM6jgJo5qPwqjmo/Ba69cQ7MufXSOTybB86HJoPtPA8LkBFyZcQJOK3J1eXmz+IrSfafFl9y8xtuVYnHjtBO6/f9+uZOm7Pt+J+vlxl4+JAgh6k+Wm8vdzZBotUqkVXgsMw2BQg0H4svuX6BTTqdRaoQuVqjiir/FFV+EuEI4S5e++1PMGkQ3wQrMX0DqaO2BaNbwq53YrgcrAwtdimWMKKBDk4zklHHJGOHOuJJOo0S1HI1ARaLddySjx05M/2Wwr+hlyYX1gGtCArLOWQk5+LWdrsgU/h+k9p2N8G0tmlJTUdloWZiHMP4zYtn1Me1QMJtMDKg9sf3E7KvlXErUbVM+xzOSyRkxIDNYMs1884kJqsEyKflCYPEzS2KWNKzOeyzJCUgZlFSOMMJgMeGvXW6Xtiteh1pJrjxbn2cbPOtET78AMM818lQgN/BDClxlSJ6wOokNctyJuRWgi+F4H8tpGH5nlQSbULxT1w+qX2K/Swlfhi696fIVlQ5ahQzXurmAmlr8uO0BuKSORy+SInxQvej6NXgOArOQDAAIZ4UmqJzO2xVjefe+1t73WKviJZ5h91fMrRAU4/6FRrE29O/GVC2vA1At7HBwR04uJDIyEr8LXqfo3JUEhVwgGR3956heHx/ZX+uPchHNoGtXU0rodMtQNr4sLEy7Y6ZdUD6suOFbRQKmzs8FaVm7JK07dqEIjTOs2rfC9lMni4qddI8bfs7p3lWW0q0quI+Wn8EOgD9n9NUjuOQFUV+Gr8EXC5ARRux/7kpdfRPo5TyTf06geUh1tq7XFE9FPiNoOqDsAjSPISzfrRZAHwYUWwjwNd2TXllWaViTXkixL/HWVatU4wtm0sw4fW5JsIW/mckrp6416E6J3c4ZhYhiGOcAwzDWGYa4yDPPeo+0RDMPsZRjm9qP/L9OS/x91/ghP1X4KSpkSMkYGBaNAdFA09o3e55bz/9aPW7si2CcYnWJsBZAj/PjT4Ic3Gl74WkwzwxEilJ6Tgh8dFA0/uR/nvvbVHndhigmNQaBMeCJRtAMYyUOQNwvazXxqJmcmgoJR2JXHfNGdP5unQQXL9cUwDBI/SCQ6d5QfeYBIiui5qxHLzmoRTV4iGKC0BCUPv0omdtu0gusfLM+O534YaRrVFAPrDyzR2PUr1Mflty4jZXIKkj9Mxu13b6NxRfvJVs3wmsRjOlvA1V/pj3lPz4NSZjtuoDLQ7jdgaMOhxOPGpsQS2z5V/Sli2+XPLCe29QSKNjMgYVTLUUR2GpPGEXe8DpKOecH+5IEGKZpyUoICfuD+PXYno5pbrp0Tr51AgxDhZ6Co4CgcGHuAfGzC6xIAsnXZxLaljSufZ8KUYS4b2xMI9w9HxYDyl6F4O+t2abtQ7vBTlP79tTTovMy+kzEpvvCcRiruguQX2whgMsuyjQF0APA2wzCNAXwMYB/LsvUA7Hv0vsziI/fB7pd348RrJzDv6XnYMnILEt5PcJvA7SstX8Hbbd8unJAzYBDhF4Gz48/aTTo3jtjIO87SIUsLX9/JvSN63j61pAlp9qztOSvN/kp/vNv+3cKJtJUARQC+7mnbYlIsVbBf7X6Fr4MU4qvIxQWBvYlw/3CcHX8WdcIeZzc1i2qGGxNv2E0wJrafWJhFVpxVzzwWW+PqSMbF9F7kOgLFRcI9mZ/7/kxsm6vJBWARPV89dLWo/fTeztdeaBJlW2bZMrol9J/p0bNGT/gp/BDhF4FFAxbhwoQLTitJjAqMQsVA/gdkKe3gXdHdcGyrsTgy9ghGNhmJDlU7YHrP6UienIzoYNuMz/mD5vOMYE9cepy40SM61eokbvSI6qHC2VFF8aRgPSlvtn2TqEyOBesGb7wDrpJKPqQEL5tXak5s26NWD2JbV1GvgiUrRylXIshP+Le8aaWmqBhUEU/VIgu6vtf+PeJAmJRFjrKccVMhkEyXEgDqBDsmh1BaWP9uxZtBlAe6xzjeOITiGCOaeM5iqDspyQJPSTr2eSuivyYsyyazLHvu0et8ANcBVAUwBMAfj8z+ADDURT56FE9UeQIT2kzAgPoD3FpXyDAMfnv6Nzz84CH+evYv7HtlH9I/Si98iClKz9o98WW3L222ySDDzhd2wl/5uHykY7WOoued1n2aqE1Rxj/hug5AjvB9n+/xSZdPEO5nSUirX6E+Nj63EV1r2HYe82GEJ5WvtHql8HXxiR4XU7uSiUZ7Kq2iWyHuvTgkfpCIlMkpuPTWJc4yNxkjw6U3LyEyIBLMo/+UMiUWDViEtlVtBaQH1xkset432r5B7GOAT4C4kRt5qelLnNujA6Ml6SOwzOPJas9a4oHUTE0m8dgAUCWwiqjNH0P/sNumVCixf8x+aD7TIHNqJsa3GQ+5TFj/x5kIBZiKBwHE9IAcpX219lj37DqceP0EpnWbxlmuUSGgAlF3KsCSsUlKm+g2xLZSgnHf9P6G2NYdBMrF/3a+Cl/M7DtT1K5WqPcG4J2JAgr4KslXNqV8r6V00vMEvZNM9eP75ZCGQwRthzUaBgDY/cpu0XEZMAj0CcTWkVuJ/AjwI//9qhZYjdjWE5ASqJJyD+wQw13W76lYF8VIm66UJU4+POnwsZ6QGeiNhAeU6cIblyBjym5QnQ9J/2KGYWoCaAXgFIBKLMsmP9qVAoBTXZBhmPEMw5xhGOZMenp6SXylAKgSXAUjmoxAz1o9BS/Yr3p+BfWnavz17F/Y9dIuGL4w4On6T9vYvNr6VdHzdasurSNBj9o9JNm7Ghkjw7Ru05A1NQvGz424OfEmZ5esHnV6CI7TqGKjx7YxwrYA8GzTsiGyViW4CioFCQuHNohsgLQP03Dy9ZPY8/IeZE3NKhS6LYpQNkdRAuGd+kirhq3C8IbDbba1qNgC99+/L2mcp2o/Xl0mCTJKFbmOey9OUJvpxaYv4okq4voXpUHvWtxZXk/Wtu1sJJbyHKIIcZpPXJyfcJ7ILsSP3A+p3WEifMkyeV5/4nVJ47qazjXI0rbf7/C+qM3E9hNRN7xuSV3yeqqHVHfZQlXn6uRp9hH+pZ9dVlQvcUzrMYK2RUsQG4QJl4VZg80DG5CVvkopb4wJiSG29TakZCeK6bwVxROE86Vmw8rhvoUUV3M/R9pzT1G61OhCbOsno0GiopBe91V9pJVXl1WaRTUrbRfcDnHgh2GYIAB/A5jEsmxe0X0sy7IAd041y7KLWZZtw7Jsm6go2hXAnfgr/TGiyQj0q9uPM0jUPqY9x1G2MAxj0y5eDCnlGO5GaBXzhWYvCB5b9GYqFtwKVgYjQBlQpgUyi8MwDNpVbYc+tfvwCpGLXW9WbaqNL/KXKnoyDMNg4/MboflMg1sTb6HgkwJcePMCZ5lb31r8wtSz+8+2GVOMltEtJfnpr/RH+kfpODr2KOY8NQc/9P4BQxsOxXONn8OJ105gzXCyjjelwe+DfkdkQGShmLav3BeRAZFYNGiRjZ1YFtSYVmNc5SIAy9+te1XhVHcfxgcaHXmKcpBvkCTxxu+f/J7ITkxs3N1wZZtZmfDEhMLXJN+NZxs/iz2j9hCdV8bIiINlnoAUHavPe34OAHirDXmXHV+Z868Lg8ng9DGl0rrq486MMaExCPfhXiV/tpHt4k3tCrUFx21VuVXh6/oh4o0zPun6iaiNlQBfz8puFUOKJlCgIpCoSQQAvNvuXeJxY0JLP1jGVwbPBQMGDz946EJv3MuiC4vEjXiQ0rijeWXyUtPywOy+s8WNAMwdMNfFnngHUvQ3ywpEgR+GYZSwBH3WsCy76dHmVIZhoh/tjwaQ5hoXKa6CNJ1bStcwb6VRVCPB/UW7yIiV31hTvW9OvEl07qfrPC1uVAaoHSH84GydlPSr10/QztPxU/ihXoV6gp2HNj6/kVN4fEyLMaIZVsWRkjVihWEYdK7eGe92eBdTu0zF5uc3488Rf/J2yPMUaoXXQtw7cZjZdyZea/Uafun7C+68ewc1w2ra2InVbbuj+8Xb7d8W3N+wQkOcST4jacxKAeTXxsimIwtLXL2JysGVMaHNBPvtAZUxb8A8SWNVC62GWhG1MPcp8YdcOSPH8deOE49d2qvzCsY2g+fTLp/y2o5uMRoAMG/APHzRjV+QvyiX3yTvlEIaJIoJK/3JePHMp8tvX7ZriNG2Slusf3a9zbZgpXBJUtGOl62jWwtYPjpHsVJoIcY25++06YlIWSzUGDRYMHABkW3lUPL7do46h9jWVRT9XRpWf5igbdPIpqgcXD67MhVnUMNBxN0xf3mSvKtogMK7AqiO8F7H9zCiobjWT7sa5J00yzLPNX2utF1wOyRdvRgASwFcZ1l2VpFd2wCMfvR6NACywmaK1/FVz69K2wWX0yCyAe8kaUyLMTbvK4UIT76srYkjAslWj1cOW0lk5+1Yu3zxMbihuAZQWSHYNxhpU9LwYccPUSO0BlpUaoEtz2/B8qHSujH5y/0R5hdGbF8WREJD/UIxsd1ELBm8BG+3exshvvaBr5gg4QnmBx0/cJV7hdSPEF7191P4wdeHPKvCZDbhSvoVYvsQ3xAcffUosb0nsWDAAsS+Hot+dfqhY7WOWDFkBRI/THS4Hv+dDu+I2gyoMwANohqgd00y0fiKQaXbqadOuK3m2ne9v0Pf2rYr5XJGjmNjj9lkRxVvbMBHvch6yJ5K1nlqSucpRHbW30ZPompIVWROzcTRsUfxW//fcOfdO4gdF2u3MCaWzVw081IsO6hNpTYI9AnE1E5kWoDda3uGUO6k9pOI7JpUbCJu9IgQvxCMaDICIxqRCdPGBJMFD3UmHbEPrqJjzGMdzRebvShoWy/cotf536j/XOqTN9AwqiFuTLxBZFtUhkEMo8n5TR88kb+e/0vUploouW6YlEDuC42Eqyc8jQgf78nydRYkT1GdAbwMoBfDMBce/e9pAD8AeJJhmNsA+jx6TymDBPoEolMV8o4y3gjDMNj+wnb4K/wLy7pkkKFxZGPJq8wGs7R09vIi/FcpuBJv/bGPzEfSCmhZINg3GD/3/Rnxk+JxYcIFUaFRLqoGWuq0i7cZL+8801BYRFaK0K2jVA0TrqHvUr0LvurxFfF4DMMQlTfVC3ss+N84qjHR2CRC/66C79ptW7Utdo3aheOvHcfolqM5gz5SAplitv3qWjIN976yF0GMcLenUGUofuhduo88CwbZZ0n8+/K/uD/pPn7s8yPWDV8H/TQ9OlV3/LebNKj8dc+v0aKSeMq8j8JzS8E7V++Mt9u9jdrh3EEbrV4reHyYb1jh63faCwcarV3Tvu/zPT7tzJ+pZSXUP1TUxh3M7jfbrgSOi+eakK+i965hCbT+9Zz4ZBUAtr2wjchOSpmVq/iw44eFr5tWbipoqzVbrq/edXpjejfxTp1RPuTSGfP7knea9BRqVahFFASL8I9AsIJMIFxKCSKAciXXIMSCAWQZeYC0LrNNKwh/J9xBXDZ5Z9WyAklXr6MsyzIsyzZnWbblo//9w7JsJsuyvVmWrceybB+WZbPc4TDFuYT5hPHvUz7e98tT5OmU3krn6p1x7717+OnJn/BOu3ew4bkNuPjmRbt28ICwEnyon2c8pHkaCpkCX3b/0m47AwZ/PUv20GeFdNWvrBMTbvkcpvcg+7GV0kHFm5HSHc5ViAV0X2n5CkY2G0k8noyR4el6T4uK9A5vMlxwPxff9ybTA3IFwxoKl0AI8UZr8r+zL4SDfUMaWQKvDMPg6QbC5bdDGw3FKy1fEbRxJTLIeAVQq4dWx0edP8LIpiMhk0nPkHqmvvTOWzJGhgsTLhDZvtnmTcnjkzLxiYmCE/4Vg1c4PPbY1sLlVkUzhCoFC2cFN6tsERRlGAbTuol3Tg30CfQIsWIA2PDchsLsFC7eaP2GpO5tpJnRVlpGt8S3Pb8VtSMNeruSKsGPO2iKaQ4VDZZZ70VCvN9JXNzeygstvCsLw0rvOuLZlwzDYMsLW4jGaxTZCCE+5KXxX/ciy470NqxlysFysufB4U3JnylqhZN30vyx74/Etq6CROu2rOH9ef+UErHr5V28+46+9rhMQCx1uaxQKagSPuz0Ieb2n4thjYbxTrKmdeV+WBvTYozkTg7liS+6f4Efev+AUN9QyBgZqgZXxdrha4kedIqy7XmyVb+yzoD6AwAAH3X5CC814W4nX5Rlg5a52iWPoFFUI8gZbg0WkswEZyB2H2haqSkYhsGMnjOIx1w0cJFoh5/XWr9GPJ6V7jW7S/LDWfjIffDbAPJ24MX5vMfnvPtebGJbWhEZLLx6W1RfQywDylq2WrQDn7sI9Q1F0gdJJRpDSBdj4/OuFdefP2C+y/SR/jfwf8icmomFAxbCX+Zvs+/zbp9jdKvRPEeK83RD4WBg0QUfse/+03Ufj+Xv4y9gCVTxtwQPYl+PFXMRgGvKeVtE2d4zD4w5wGs7b8A8NIxqSDx20S5+pN0WP+v2majNoAaDSr3jk5/P4/NzLSAWpegiAInWz+ROk4n9CAsII7b9+5m/iW09hV61exGVCk7tNBUbRmwgGjM6INqlQWpn48uQZzFP6WQpzc36JIuojCvUl3wxWyaT2WQ/CuEJ3WPFtEfLIjTwU87pUK0DZ6eEz7t8jiaVHtdpRwXQjmxF+brn15jRa0Zh3b9CpsDkDpOxbIjtxLqyPxXrKwrDMJjaZSqyp2ZD/akaD95/gJFNybMerHhK6rs7qBbMX4s9uqVlIsMwDMa1GSc61rCmjmdXeBMMw2Dd8HV2mXm+cl9sfM59XeMG1B3Aub115daFGQKfdPsE254TDmQGySylR5WDKuPmxJv4ujv3SmSTqCaoG+FY+3JSnRapBCgDkDApAZlTMvFBhw8Q6hsKP4Uf+tbui7h34hAZ4Hg6fXRwNN5rZ998INIvEr8P+d1m2zvtxHV+rLzc8mXB/b1q9QIA7BrFv3BSUrI/ysbm5zdjWtdp+HfUvzj+6nHcn3QfOR/niGaUiPFBpw/wQhP7LIDDow/bZQnxBVABx4MM+i/0Dh1HQpBPEN5o8wbUn6sR904cTr52ErppOnzT85sSj90+mnt1eHC9wXbBHj4hWQUUUCiEs/aKUivSsoLepmobjGwk/lv5fjvyTBAACJaJr/pvfdFWwrNqSFUceOWATYlNxcCKiHsnjrhpiJWiXS/jP4jntetfu7/tcSIT1rfbvY3v+5ReJmOVwCp218QbrbgzFJtGNbXprig2cfaV+UKpcE15d79G3tlcg6RUsE21Nuhbty9qBtcUtX2m8TNgGAYP3xfvtOYr80WArHSFo7/tZZsFt/Dphfy2vS22CrkC2i+ES1gBsg6aRYl7l6x8ymQWbsJBcQ008EPBnP5zkDklEz/2+REzn5yJvI/z8E1v24ckki/++BbjXeWiR/JJ10+g/UwL1acq6KfpMfOpmXaf04xe7l9F9wYYhoGvwtfh7Kjr6ded7JHn8vfz3Ctw/ev0t5k0d63e1V0ueQUjmozAyddOYmD9gagXUQ9vPPEGbr1zy+HAiCPseGkHRjS2XYnsU6sPzoy37eYl1smu6EO+Uq7EFz2+wN/P/Y0K/pZyMhlkGFR/EGe5DVf3OCv+8sfZBiQTNkcyNRgwiAqMQkRABH556hfkfJwDzWca/Pvyv05puTy732xsem4TutfojuYVm2NGrxm4O+mu3Qq7lBXyCoHCZXptqrYBYLmPVfBxvkZboDwQYf5hGNpwKKb3mo6+dfqiY0xHVA+t7rRzrH12LdgvWcS+Hov7790H+yWLrjXt7yED6nEHLwFLplhRovzIFogcFemWSp2IOmhfrb2oMDMpJ8eftFso+7jzx3aBEQC4/c5tu8AYAwZ3Jt2xs21cgb8sqWhZ08JB/JO5Qn+6fCxqU5R7k+8J7n+xyYuoEVbDbnuPWj2Q+2kuHrz/AKkfpiL1w1TUiahjP4AIQb6P9bTC/cM5gyMhPiHY9pJtcJwFKzhumH8Y3uvwHpSMawIkP3X/CdO6TuMM8Pkr/HFi3Am77QsGLcArzW1LRLvX6I7YcbbZXAWGAsFzr31mrcsyy7VG8UCAt9Ig0pKpeff9u6JB63fbWr7nVUOEtfoAQMbKCn8TSovxbW3nX2+0fcOuMY2ckePAKwdsfutJ78UTn5hI7EuFgApIeC9B1C46OJp4TIrzIF92oJRpIgIi8FHnj0o0xnudyn7b9+IwDCOYwvtss2fx6s5X3ehR+UBK6qm3065qO/w76l+M2zYOCXkJUDJKTGg7ATP7zrSxc0TPo6zTtmpbbH9he6n68NeIv8CyLNQGNQKUAZwP7GKrty0rt7TbNqzRMAxrJJ7BVTeiLm83sEpBjzNHSCYSvz71K975lzxzxk/hh0kdJsFP4bqSC4Zh8EyjZ0R1RWQyGT7p/Am+P2afBXDlTfvPp0pQFSQV2JdURfhF2Dw4Lx60GMP/FtZAiFBEIMtILoOYPjWd2LakiInqb35+M+TTuQN+/4761+b9jpd2oP1S7qyYb7qXPONGCNL2zyVlTv85mNN/jqhdlZAqMHxhwPILy3Hg7gF0r9Udr7Z8lTPAun/MflT+xT47uGpwVfSo1aPwPUmmq1hJY3EqBFSAbpoOKy6swM6bO6ExapCQl4Bwv3B83v1zPF2Pv8SNYRhUC+HOSA3xCUGePk+SLwCwcPBCfN7jc0zeMxkpBSn4oMMHGNhgoN0ENVgZjGyDcNc5hmGQODkRFWc6vwPflB6WDMnpvaZDbVBj3ZV1OJN4Bk9UeQIvNH0BgT6BnP788cwfmN1vNm5m3ET10OqcgQUxUfX+DSzZTw0qNMDNzJtE/v7Q+wd8vE88KOgpWlJWhjccjr9vcC9+Fc/cqRZYDQ9V4hk6DMPgvbbvYfbp2bw2Vv1EEsyMGS80fwGHHxwmPkYq7JcsziSeQdsl9vfrUc1GcXY3XT50ORYOXIjN1zcjOjjaLlAvhf8N/B/y9HlYeZmsC3FMmPjnxzAMGoY3xI1ssg5uziZAXrpZWqUFnSlQnIYjqz1lnSAf4e4wFG7GtxLOHutUo2x3mStO3zp9cf/9+8j/JB/qaWrM7T/XaavYFNfDMIxFoNXBVdpNIzc5fO6GFfj1NqR285rYgXzVDwC+7P6lU0psnMWMPjMQ+3os6kXUQ7BPMPrU6oP0D9M5209fe+sagpS29+8ARQBuv3PbZpuvXFxb4YMuH0jy018prPviTmQyGbKmZKFmaM3CbdVDqyP9w3SbMh0AaFetHbpXt59cRPpHYnJn8owrAGgYTq4TAwCNI0tfzLc4MkaG11q9htXDV2Nc63G8WXWVgirh/nv30axiM8ggg1KmxMvNX8aD9x+4xU8fuQ/GPzEeW1/cij2v7MGNiTdw4vUTgkEfMVImp4jahPuGc26vGlIV659dj4NjDmJww8GcWQmDGgwi8iMq0PUyBQHKALzW6jUsGLgAr7d+nTPoU5QI/wh0jOnIm03CMAxvt0MGTOH9oV3VdsQ+Tu0yFZ2rdBa187TmJMVLmIryQ1/bzorbXuQvmS5eGvhFzy8EzyumyVSUWuG1MKr5KGJ7qex4fgcAS6bp7Ym30bJSS/jKfREZEInfB/2OVcNW8R7rq/DFyGYjSxT0sfLHsD9KPEZxVg4nCyQ5yuqhq6HgyXE5Nf6US8/tqdDAD4UYvi+PlaI1yhQLYhO9r7uUza4BJUVI8FUOebkV0A7yCRLt6sRH/Yj6TvaG4kx6VO/BuV0BBcL8wxwet34k/9/dkfT0Tzp/Qmz7cZeP3VbWQ0rbqm1x651byPskD3tf2YvIQO4MiVD/UOR/mo+9o/bigw4fYNeLu6D6TIWIANsuRCZWXKfg/Y7SdFc8jfCAcNybdA/slyzYL1ncn3Sf93Pb+8pe/NTnJ9QOq40qQVXwTrt3cGPiDUkTKQD4uKu0kqUVz6yQZO9pVA+rjktvXoLpSxP0n+ux8pmVDv/OxQSVftdLfx9/mL4wYWQTfl2iw2Mcz5CY1oO/G5qvzPufRe++c5dz+6UJlwpf96ndhzdAxMWOUTtEbRJyxEt0XEmNYNuywoZRDTG25VgbrTEZZGgT3QbDG9tmWraq0gqVArj1z26+a5sZFeYfhjph3IvVH3W0rX54v7Xw/futtm8hyCcIiwYsErRzlAENH5fb1q1QF+cnnId2mhbpU9LxeuvXXXJOK65uad+2alvMfoo/86okdK7WGS+1eAn6L/R4rdVrhd+VBhUa4My4M2hasfTbyZcGnvVERvFo1j27jnefq9O4vZkfe/G3LPyit/CqQ3lFKVdi8cDFnPvyPpWePl5e4BK6tSLUiYVS+uwbs88u+BMdEI38T/NLNO7gBoPhr7DPIPFT+Dm0oj+jT/nSLetTpw9+eeoXXh2muhWENaMG1R2EAJ8Al3Rb8kSUciWmdJ6CO+/dQeLkRMztPxcVAqTrIHWv2R1HRh8htm9RxT3d+ryBC29dKG0XAFgyntY9uw733r1nI1isgAKbntuEppUdn3jVq1APrSq24tx39o2zNu/9GOFS00ifSHzZ9UuHfXEF1cKqgf2SxU99fkL3Gt3xedfPYf7CjKaVHn9mdcLrwGA2CI7Tp2afwtckCwgFemF9oZJyccJF/DGIP3Nky4tb7LYtHbwU64avQ+9avdGxWkfM7T8XR189yrkI9nDyQ4xtMbawZK1GSA1cfesqZ5vx6xOvo0eNHjbbJnecbNdm/JeB/F0QAUtGNgCMb+OdOqcV/flLIWf0tv29F+qU17pSa4fOP6nDJIeOE6NxRUsWKMMwWDJ4CfSf68F+yeLGxBse0VGstCgfTyIUpzC88XDUCbePkFcMqCh5da488VHXj7B22Fqbba0rtwb7pbA4YXln3BPjkDM1BxOemIA+tftg1TOrwH7JSl45Lk/M6jcL3ap3s9u+56U9qBJcpRQ8opAiY2Q4MPYAsqdmI/b1WKRMTkHSlCT4KUumj9Ouaju82OxFBCot5QcMLLpkE9tNRMNI23Ka4Q35tWqKTtw+6yTeTrm80LiScInR1K5TAQDpH5Hp9rSOcuzh2dv4oJ1w+Vv1sOroUrML/FC6Lbk9jb41+/LuWzjAIv4c4R+BXtV7iY4V6eva1XwrNcNrIvvjbCRPTsbdd+9C/4VeVJOLhLMTzmJqp6nwk/uBAYP6EfUR906cXekmlzh1Uf4a+Re+6vUV8Xnrh7gve3ZK5yk4OOYgvun1jV0G2OyT4pkSf474U9L5hDJE/9/enUdHUaZ7HP8+IQHBhDUuBESUxSAYVJB7cENRZxhXVHQAFQIIc93Fo4gogo7oIMwM43UbdWLU48JwEdyVC+qAyOEICKiomKPggrKJBETApN/7R1cgMd3pLNX77+Ph2Kmq7n66n0ql6ql38UPBIQUMO34Y629cT5dWXTDvv2aZzZg1aFbI8ezMjEu6X8L8YfN5f9T7XNPnmrA9DDIzMikaWERgUgA3ybFu7DqOPij0MTqrURbvFL7Djtt28OX1X7Lnjj3Vxk6seP+jWh8V8jVaHdBq36DRAC0yE6urXG3MHz4/5PKsjCxGHD+iyrL1Y9eHfZ03r3izys/DjhkWZkvo3DL6k2y0zdbg0aGYc7G7+Ozdu7dbtmxZ5A0lYe0u2839793PI8seodyVU9izkDv63RFyYDERiY+SH0tY+u1S8nLy6NexX8J1t5HYcs4x/8v5PPfRc2RkZDC853BOPbx6gbAsUEbWn0N3HVh3w7p9F1DlgXIy/xy5y2G6FLcnLJjAfe9VHzS6XXY7vrnpm30XbHZX5K47i0cs5sQO6TGGWbjvY/qZ0/eNCbRl1xYOmhZ5nJZ02decczS/tzk7y6q2zMjLzuPrsV/vG0do7ea1HPVw6IvVCvOHzueMLmdELdZEseK7FfR6Ivwd/op9Z/UPq+n5z8gtxxYNX8TJHU/2Lb766v5wd9ZsXhN2fX6bfD69tuoMqJGOQW6SY/ic4Ty92v+xV+459R5uP73qTYOvtn1F6Z5Suh/cvd7d2GPh1/Jf6fdkP5Z8t3+2tnbZ7Vh99WpaN93f/bdwZiFPfebvWDixOLbNXjObK+ZcwS9lvwDQPqc97xa+G3Ls1re+eIuznz+bgAsAkGmZvDL0FQZ0rtoqtqbzia3jtlb53mrzt7Guis4vYsRxIyJvmILMbLlzLmRffhV+REREBAg29b9k5iW8+WXw7l1+m3wWDFtAXvOqLcYinajlNc3ju3HfRS3ORPP0yqcZ+fJIyl05htGrbS/mDJ5TZdajYTOH8cxn4QfiBAjcGUibMcycc/T6Zy8+3PghEJxu+MVLX+T8/POrbFebi4J0KfwA7C3fy/TF03nwgwdxzjG612jGnzy+WmvY2lzkp4tw38VFXS9i9pDZEberLFG+txFzR/DM6mdCjjN2XufzmDt0brWbPm2mtuHH3aFnGMxtmsvmcZsJuAA3vXUT/1ha8+x153U8j1fW1X7WzET53hpi486NrPxhJd1yu9GhZYdq619e8zIXzLog4uv0zO3Jqi2ravWesfzeNuzYQFZGVq0GRd9QuoEAgbAz+wGU7inllH+dwurNwbGpOjTvwH9G/IeOLTtW2S7S791fz/gr7Vq0Y/CL4ccMq6xxRmN+uPkHWjUNPYB8qlPhR0RERHwT6URt5ZUr6dkuvcZdCbgAn2/5nJwmOSFPhn/a/ROtptZ8IpoKF0d+i7SvZZBB+aTIg2ynGxV+9tu6aytHzjiS0l/3jxF40VEXMXtw1anCk6nws3brWno91qvKuDxNM5ty9QlXh+yyBHDVq1fx6PJHQ64rLCjkyQuf3PdzpO+i5LoSCv6ngF3sqlW8ifK9RVNZeRlZ99Q84Pafev2Jh895mEZ3h57lr7Kic4oY0Tv1W630eLAHn2z9JOx6N8lRFijj4PsOZlvZtoiv98qQVzi367l+hphUair8qP2/iIiI1EmkwYqPyTsmRpEkjgzLoNtB3cLeAW15QMvYBpQizutc89Tdq8bU7s65pK82zdqwfcJ2Sq4r4b0R77F9/PZqRR+oPu13IuvapiuLRy7mrCPPIrtxNh1adOD+s+5n2lnTwj5nyhlT9g18/Fv3nVm9u2pNOrXuxDe3fFOn56S6zEY1d1dbPHIxj577aK273w/pOcSPsBLektFLwq6rGOctMyOz1q2I07noE4kKPyIiIlIn28aFv+vWtllbjStVD93adIt3CAkp1AV6ZT3apue0vJF8es2nYdcNyh8Uw0gSR6fWnTipw0lhx6X87UQcia7gkALmXTGPHbftYP2N67m2z7U1dhVt3bQ1r1/2Ogdk7h80vUmjJrw0+CUOzTm0yrZjjgs/S1VF4b91s9asGLOigZ8itdzXP3QBLTszm77t++77+eIu4SdTqNDQyR2SRU6THP7xu+pdCzPIoPSO/a30mmZVn6FU6kZnZiIiIlInzZs25/3h71db3i67HetvCj/zR7r7YOQHYdctH7M87Lp0ltUoi7eGvBVy3e4Ju2McTfLIz81n4skTqy3v2KIj/77033GIKPENOqbmgtizFzwbo0iiZ0DnAfw84WeWjV7GB6M/4OcJP3P+UedX2+6mE8PPvDfr0ln7Hh/X9riI79m6UeuI26SK8aeM597+91ZpFdu1dVfWXr+2SlGu+OLiOESXuK7vez1f3/g1Y44fQ/+O/Xl64NOU3VlGVqPkaYWXDDTGj4iIiNTbmk1r+GjTR/Q/on+tBoVMd3vL9tJ2elt+3BMcZLXg4AKWXLmk2uC8UlV5oJwXPn6BlT+sZEyvMXRp0yXeISWFb0u/Zep7U9n5606u6n0Vfdr1iXdICe2G127ggWUPVFueQQZld5alzeDrAKNfGU3RiiICBPYtO7XDqbxT+E6VVp2RxgNaNWYVBW0LohZnIgq4AF9s/YKcJjnk5eSF3Kam7+2JPzzBqD6johVe0oq0rz1+9uNcecKVMYomMWlwZxERET8EArBxI7RoAc10oS4ikmrmlczj98/+ft/PJ7U/iblD5pLbLDeOUcWec47XvniNx5c/zp6yPVze83IG9xhcber10x8/nXc3vBv2dconlpORoU4mv1W6q5QW01pUW56dkc2OiTviEFHim/z2ZO5adFfY9ek0M2Y4KvyIiIg01KxZcN11sH178OehQ+Ghh+CA9OiHLyKSTrb9so3GjRpzYOMD4x1KQttbtpcmU5qEXZ8OM3rV1669uxj4wkAWfLWArIwsxp08jsn9JqtQFsZnWz6j20Ohx8ObdOokJp8+ObYBJaCaCj81Dz8uIiIisHAhFBbCrkpT1z7/PPzyCzyXXAOCiohIZK2atop3CEmhcWZjbu57M9OXVJ9GfubFM+MQUfJo1rgZ84bNi3cYSSM/N58L8y/kjS/eYHf5/jHe2ma3ZWzfsXGMLDmonCgiIhLJlClViz4QLPrMmQNbt8YnJhERkQQw7XfTePbCZ2nZpCUZZJCXncfSkUu5tMel8Q5NUszMQTOZ2G8ihzU/jNymuYw4dgTLxyynxQHVu81JVerqJSIiEkmXLlBSUn15Tg4sXgzHHBP7mEREREREPDV19VKLHxERkUj69oVGjaovLy+HTp1iH4+IiIiISC2p8CMiIhLJxInBWbwqzxZx4IFw++2a3UtEREREEpoKPyIiIpF06QJLl8LAgZCbCz16wGOPwW23xTsyEREREZEaaVYvERGR2ujWDV58Md5RiIiIiIjUiVr8iIiIiIiIiIikKBV+RERERERERERSlAo/IiIiIiIiIiIpypxzsXszs83A+pi9odRXLrAl3kFI3Cj/on0gvSn/6U35T2/Kv2gfSG/Kf3I73Dl3UKgVMS38SHIws2XOud7xjkPiQ/kX7QPpTflPb8p/elP+RftAelP+U5e6eomIiIiIiIiIpCgVfkREREREREREUpQKPxLKY/EOQOJK+RftA+lN+U9vyn96U/5F+0B6U/5TlMb4ERERERERERFJUWrxIyIiIiIiIiKSolT4SXFmVmRmm8zs4wjbnWBmZWY2qNKyqWb2sffvjyGe84CZ7YxG3OKPaOTfzIrN7CszW+n9OzaKH0EaIEr5NzObYmZrzexTM7s+mp9BGiZK+8CiSr//G8xsbhQ/gjRAlPJ/hpmt8PL/npl1juZnkPqLUv77e/n/2MyeMrPMaH4GaZhI+4CZnWZm2ysd0++stG6AmX1uZiVmNr7S8iPMbKm3fKaZNY7FZ5G6i1L+r/WWOTPLjcXnEH+o8JP6ioEBNW1gZo2AqcC8SsvOAY4HjgX+C7jZzJpXWt8baOV/uOKzYqKQf+AW59yx3r+VPscs/inG//wXAocB+c65bsALfgctvirG533AOXdKxe8/sAR4MRqBiy+K8f8Y8AhwmZf/54A7/A5afFOMj/k3swzgKWCwc64HsB4YHpXIxS/FRNgHgEWVzunuhn37xUPAH4CjgSFmdrS3/VTg7865zsA2YFRUIhc/FON//hcDZxL8/ZckosJPinPOLQR+jLDZdcBsYFOlZUcDC51zZc65n4HVeAcO72AwDRjnf8Tip2jkX5JHlPJ/FXC3cy7gvUfl50mCieYxwCsE9Afm+haw+CpK+XdARRGoBbDBv4jFT1HIfxtgr3Nurbfd/wEX+xu1+KmW+0AofYAS59yXzrm9BG/yXGBmRvC4/7/edk8BA/2IVfznd/691/zQObfOvyglVlT4SXNm1g64kOAdvMpWAQPMrJnXjO90gnf5Aa4FXnbOfR+7SCUa6pl/gClmttrM/m5mTWIUrvisnvnvBPzRzJaZ2Rtm1iV2EYvfGnAMgODJ/gLnXGnUA5WoqGf+rwReN7NvgSuAv8QqXvFXPfK/Bcj0Wn0DDKL6cUGST18zW+X9Te/uLWsHfFNpm2+9ZW2An5xzZb9ZLsmrLvmXJKZ+uTIDuNU5FwgW8YOcc/PM7ATgfWAzweb85WaWB1wCnBb7UCUKZlCH/HurbwN+ABoTnPLxVuDuGMYs/plB3fPfBNjtnOttZhcBRcApMY1a/DSDuu8DFYYAT8QoTomOGdQ9/2OBs51zS83sFuBvBItBknxmUIf8O+ecmQ0GKm76zKP6cUGSywrgcOfcTjM7m2ALTt3QSR/KfxpRix/pDbxgZusI3rl52MwGAjjnpnj9Pc8CDFgLHAd0Bkq85zQzs5J4BC6+qGv+cc5974L2AE8SbA4qyanO+Sd416diTJc5QEFMIxa/1WcfwGsF0Ad4LeYRi5/qlH8zOwjo6Zxb6j1/JnBi7MMWn9TnHGCJN85XH2AhlY4Lknycc6XOuZ3e49eBLO/4/h1VW3O195ZtBVra/kG9K5ZLEqpH/iWJqcVPmnPOHVHx2MyKgVedc3O9cXxaOue2mlkBwYu7eV7TzkMrPWenN7ibJKG65t/brq1z7nuvn/dAoMbZQiRx1Sf/BO8GnQ58BfRDJ/1JrZ77AAQvEl91zu2OacDiq3rmv4WZdfXGeTkL+DTWcYs/6nkOcLBzbpPX4udWYEocQhefmNmhwEavNVcfgo0CtgI/AV3M7AiCF/yDgaHedu8Q/BvwAsHBvV+KS/DSYHXNf9wCFV+o8JPizOx5gt2ycr3++JOALADn3KM1PDULWOQ1/S0FLq/Un1eSRJTy/6x319eAlcB/RyV4abAo5f8vBPeBscBO1MUjoUXxb8BgNLZLwotG/s1sNDDbzAIEZ/QZGbUPIA0Spd//W8zsXIIXiI84596OUvjig1rsA4OAq8ysDPiF4IxtDigzs2uBt4BGQJFz7hPvZW8l2FLsHuBD4F8x/EhSB9HIv5ldT3CCn0OB1Wb2unNO54JJwIK5FRERERERERGRVKMxfkREREREREREUpQKPyIiIiIiIiIiKUqFHxERERERERGRFKXCj4iIiIiIiIhIilLhR0REREREREQkDsysyMw2mdnHtdj2cDNbYGarzexdM2tfm/dQ4UdEREREREREJD6KgQG13HY68LRzrgC4G7ivNk9S4UdEREREREREJA6ccwuBHysvM7NOZvammS03s0Vmlu+tOhp423v8DnBBbd5DhR8RERERERERkcTxGHCdc64XcDPwsLd8FXCR9/hCIMfM2kR6scyohCgiIiIiIiIiInViZtnAicAsM6tY3MT7/83Ag2ZWCCwEvgPKI72mCj8iIiIiIiIiIokhA/jJOXfsb1c45zbgtfjxCkQXO+d+qs0LioiIiIiIiIhInDnnSoGvzOwSAAvq6T3ONbOKOs5tQFFtXlOFHxERERERERGRODCz54ElwFFm9q2ZjQIuA0aZ2SrgE/YP4nwa8LmZrQUOAabU6j2cc74HLiIiIiIiIiIi8acWPyIiIiIiIiIiKUqFHxERERERERGRFKXCj4iIiIiIiIhIilLhR0REREREREQkRanwIyIiIiIiIiKSolT4ERERERERERFJUSr8iIiIiIiIiIikKBV+RERERERERERS1P8Dau4hDevUwJMAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1440x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "test_df = pd.read_csv('train_results/9bd90500bfd11edb.csv', engine='c')[:]\n",
    "cur_kpi = test_df.sort_values('timestamp')[:]\n",
    "\n",
    "c = []\n",
    "for label in cur_kpi['label'].values:\n",
    "    c.append('g' if label == 0 else 'r')\n",
    "plt.scatter(cur_kpi['timestamp'], cur_kpi['value'], c=c)\n",
    "plt.show()\n",
    "plt.cla()\n",
    "\n",
    "c = []\n",
    "for label in cur_kpi['predict'].values:\n",
    "    c.append('g' if label == 0 else 'r')\n",
    "plt.scatter(cur_kpi['timestamp'], cur_kpi['value'], c=c)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1440x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "test_df = pd.read_csv('results/1c35dbf57f55f5e4.csv', engine='c')\n",
    "cur_kpi = test_df.sort_values('timestamp')[:]\n",
    "c = []\n",
    "for label in cur_kpi['predict'].values:\n",
    "    c.append('g' if label == 0 else 'r')\n",
    "plt.scatter(cur_kpi['timestamp'], cur_kpi['value'], c=c)\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "interpreter": {
   "hash": "6f64be793538f7fe230f350828c9baf03d97c4df0981f52e8388f53f367f4a42"
  },
  "kernelspec": {
   "display_name": "Python 3.8.13 ('torch')",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.13"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
